#!/bin/sh # This is a shell archive (produced by GNU shar 4.0). # To extract the files from this archive, save it to some FILE, remove # everything before the `!/bin/sh' line above, then type `sh FILE'. # # Made on 1999-12-09 10:18 CST by . # Source directory was `/usr/users/stats/staff/bturlach/Splus3/Develop/Lasso2'. # # Existing files will *not* be overwritten unless `-c' is specified. # # This shar contains: # length mode name # ------ ---------- ------------------------------------------ # 415020 -rw-r--r-- Lasso2/Doc/Manual.ps # 194151 -rw-r--r-- Lasso2/Doc/justin.lokhorst.ps.gz # 24369 -r--r--r-- Lasso2/lasso.c # 2027 -r--r--r-- Lasso2/Iowa.d # 1893 -r--r--r-- Lasso2/Prostate.d # 1545 -r--r--r-- Lasso2/[.l1celist.d # 1545 -r--r--r-- Lasso2/[[.l1celist.d # 1285 -r--r--r-- Lasso2/aux.d # 1233 -r--r--r-- Lasso2/aux.l1celist.d # 1404 -r--r--r-- Lasso2/coef.l1ce.d # 1461 -r--r--r-- Lasso2/coef.l1celist.d # 314 -r--r--r-- Lasso2/deviance.gl1ce.d # 1265 -r--r--r-- Lasso2/deviance.l1ce.d # 1286 -r--r--r-- Lasso2/deviance.l1celist.d # 1251 -r--r--r-- Lasso2/fitted.l1ce.d # 1271 -r--r--r-- Lasso2/fitted.l1celist.d # 1357 -r--r--r-- Lasso2/gcv.d # 1727 -r--r--r-- Lasso2/gcv.l1ce.d # 1747 -r--r--r-- Lasso2/gcv.l1celist.d # 3828 -r--r--r-- Lasso2/gl1ce.d # 3596 -r--r--r-- Lasso2/gl1ce.object.d # 1120 -r--r--r-- Lasso2/is.formula.d # 4194 -r--r--r-- Lasso2/l1ce.d # 1355 -r--r--r-- Lasso2/tr.d # 4528 -r--r--r-- Lasso2/l1ce.object.d # 3251 -r--r--r-- Lasso2/l1celist.object.d # 1251 -r--r--r-- Lasso2/labels.l1ce.d # 1271 -r--r--r-- Lasso2/labels.l1celist.d # 1202 -r--r--r-- Lasso2/merge.formula.d # 1688 -r--r--r-- Lasso2/plot.l1celist.d # 1512 -r--r--r-- Lasso2/predict.gl1ce.d # 1987 -r--r--r-- Lasso2/predict.l1ce.d # 299 -r--r--r-- Lasso2/print.gl1ce.d # 1230 -r--r--r-- Lasso2/print.l1ce.d # 1250 -r--r--r-- Lasso2/print.l1celist.d # 366 -r--r--r-- Lasso2/print.summary.gl1ce.d # 1308 -r--r--r-- Lasso2/print.summary.l1ce.d # 1312 -r--r--r-- Lasso2/residuals.gl1ce.d # 1282 -r--r--r-- Lasso2/residuals.l1ce.d # 1302 -r--r--r-- Lasso2/residuals.l1celist.d # 1117 -r--r--r-- Lasso2/summary.gl1ce.d # 4774 -r--r--r-- Lasso2/summary.l1ce.d # 1331 -r--r--r-- Lasso2/vcov.d # 1724 -r--r--r-- Lasso2/vcov.l1ce.d # 1744 -r--r--r-- Lasso2/vcov.l1celist.d # 1435 -rw-r--r-- Lasso2/First.lib.q # 5614 -r--r--r-- Lasso2/Iowa.q # 12314 -r--r--r-- Lasso2/Prostate.q # 1502 -r--r--r-- Lasso2/coef.q # 1422 -r--r--r-- Lasso2/deviance.q # 1053 -r--r--r-- Lasso2/fitted.q # 31 -rw-r--r-- Lasso2/force_ld.q # 1298 -r--r--r-- Lasso2/formula.util.q # 1694 -r--r--r-- Lasso2/gcv.q # 7796 -r--r--r-- Lasso2/gl1ce.q # 10170 -r--r--r-- Lasso2/l1ce.q # 1385 -r--r--r-- Lasso2/labels.q # 2290 -r--r--r-- Lasso2/misc.q # 1221 -r--r--r-- Lasso2/plot.q # 3177 -r--r--r-- Lasso2/predict.q # 5077 -r--r--r-- Lasso2/print.q # 2368 -r--r--r-- Lasso2/residuals.q # 3108 -r--r--r-- Lasso2/summary.q # 3347 -r--r--r-- Lasso2/vcov.q # 2691 -r--r--r-- Lasso2/lasso.h # 7412 -rw-r--r-- Lasso2/Makefile # 25266 -rw-r--r-- Lasso2/COPYING.LIB # 292 -rw-r--r-- Lasso2/README # 3495 -rw-r--r-- Lasso2/README.1st # 2192 -rw-r--r-- Lasso2/README.INSTALL # 113 -rw-r--r-- Lasso2/README.pd # 10312 -rw-r--r-- Lasso2/ChangeLog # touch -am 1231235999 $$.touch >/dev/null 2>&1 if test ! -f 1231235999 && test -f $$.touch; then shar_touch=touch else shar_touch=: echo 'WARNING: not restoring timestamps' fi rm -f 1231235999 $$.touch # # ============= Lasso2/Doc/Manual.ps ============== if test ! -d 'Lasso2'; then echo 'x - creating directory Lasso2' mkdir 'Lasso2' fi if test ! -d 'Lasso2/Doc'; then echo 'x - creating directory Lasso2/Doc' mkdir 'Lasso2/Doc' fi if test -f 'Lasso2/Doc/Manual.ps' && test X"$1" != X"-c"; then echo 'x - skipping Lasso2/Doc/Manual.ps (File already exists)' else echo 'x - extracting Lasso2/Doc/Manual.ps (text)' sed 's/^X//' << 'SHAR_EOF' > 'Lasso2/Doc/Manual.ps' && %!PS-Adobe-2.0 %%Creator: dvips(k) 5.78 Copyright 1998 Radical Eye Software 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0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMSS10 %!PS-AdobeFont-1.1: CMSS10 1.0 %%CreationDate: 1991 Aug 20 17:33:34 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMSS10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMSS10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 45 /hyphen put dup 46 /period put dup 49 /one put dup 73 /I put dup 76 /L put dup 80 /P put dup 82 /R put dup 83 /S put dup 85 /U put dup 91 /bracketleft put dup 97 /a put dup 98 /b put dup 99 /c put dup 101 /e put dup 103 /g put dup 105 /i put dup 106 /j put dup 108 /l put dup 109 /m put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 119 /w put dup 121 /y put readonly def /FontBBox{-61 -250 999 759}readonly def /UniqueID 5000803 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacdd6500abda5ed9835f6a016cfc8f0 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0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMBX12 %!PS-AdobeFont-1.1: CMBX12 1.0 %%CreationDate: 1991 Aug 20 16:34:54 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMBX12) readonly def /FamilyName (Computer Modern) readonly def /Weight (Bold) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMBX12 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 12 /fi put dup 45 /hyphen put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 54 /six put dup 65 /A put dup 67 /C put dup 68 /D put dup 69 /E put dup 71 /G put dup 72 /H put dup 73 /I put dup 76 /L put dup 77 /M put dup 80 /P put dup 82 /R put dup 83 /S put dup 84 /T put dup 85 /U put dup 87 /W put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put 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0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMTI10 %!PS-AdobeFont-1.1: CMTI10 1.00B %%CreationDate: 1992 Feb 19 19:56:16 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.00B) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMTI10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMTI10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 12 /fi put dup 18 /grave put dup 39 /quoteright put dup 40 /parenleft put dup 41 /parenright put dup 44 /comma put dup 45 /hyphen put dup 46 /period put dup 47 /slash put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 54 /six put dup 55 /seven put dup 56 /eight put dup 57 /nine put dup 58 /colon put dup 65 /A put dup 66 /B put dup 67 /C put dup 68 /D put dup 69 /E put dup 70 /F put dup 71 /G put dup 73 /I put dup 74 /J put dup 76 /L put dup 77 /M put dup 79 /O put dup 80 /P put dup 82 /R put dup 83 /S put dup 84 /T put dup 85 /U put dup 86 /V put dup 87 /W put dup 89 /Y put dup 91 /bracketleft put dup 96 /quoteleft put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 106 /j put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 120 /x put dup 121 /y put dup 122 /z put dup 123 /endash put readonly def /FontBBox{-163 -250 1146 969}readonly def /UniqueID 5000828 def currentdict end currentfile eexec 8053514d28ec28da1630165fab262882d3ffd20326947b1065649b533eb5e9e3 a88a87fe987918a687950b26f647d6e08bf14d983ed1d4a8ca1e2da8d985f944 2eb916f5b6ed0697ac7c33e1e36a3bf460d34ce45f1631871097cb04f18e3889 4cf4ac1538eb19481311d24fe3be7beaa4a3730e8b4831fe59d6d9ce2e46116b 629c7ba2f9ce3ecba2f43bc162a5a077ca1b2882a42afdcec3f4b75b5d63e0bc 8e5dc95257766d8ea467ad9cbaf47be60f797580cced6884b3a68f70c91f4fdf 80fd00ed9139e7f480dc3a76af72ad9b434187730bdfaefe4cbfe5c7edcaaf24 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All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMCSC10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMCSC10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 45 /hyphen put dup 67 /C put dup 76 /L put dup 80 /P put dup 83 /S put dup 85 /U put readonly def /FontBBox{14 -250 1077 750}readonly def /UniqueID 5000772 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacee583a5c939393e012707b47e0c1f a47d284a1edc9d01a497d772bca8c543388e6dc0d1e2c4944740470e0914f65e fb0737b0851b2ba713a9a00b36d07da6bcb52920b9b59efe587734027a3c5e65 66aad332fe6fbcced1417802822a3b81d6187875263d6bbda04bbcf6e4870fee ad60f104bb3c5a766610dd11aea64a6b107b0b04439fa2888b8cc39232bb83f7 695aba81f0260cd5248b9e649cd800bcb325468c79ffacb9cd3037a112066957 7889d67fff57549064b985d67ede2fb03272083723541051ebe936eff01a4ab3 cd845d565dfdf25d9ddd2792db17f52f894bea484480f06c832140fdd6c3af0e fef0584c6b78b5e2bbb9a752f10581fd1c48cb498a822afb18cddebba34695b9 b418010368fdfb7bf758d50f3af03360b81c776325c33c9c81130b1e1be840cf 68c71ffd091dccc0df7b507fe8953dc3836af0da08ff9ff3e9cf7288d9eb8baf ffac546a0fd987ae8e0bcf7b759f4408e13524f478de5896d816cb0ad2904271 cbec82a5ca50f0598502b434ecd94531b4a65181b5b3afcb650904b15157737a a4386f1a7f1252caf2adbd5c8162bf3b065c01ca471d520c884ebbe1b29f9549 134e285dea2fe158c15a08a744cdda00bb6c62158262e24702803d9e1dc1d3a3 1383085631154b077fc20488ee3aa03f47ed2766644330b94133f2f9389b99b8 96d3707d1c5bb227fd3bbdf3a6ff572bf07164107c7a1c0710a5c7cfb67282f9 c238100fa138b75c553d7cbef17e2292a320d3d86a6210e6e3a1e590b10dac6e 177094d5dd163db623d7b344478752f6f3d7d5b3fa92e6bc72dc6fc343d2f946 9153e3d14c5a6d6b1d9ca52947b789cb4cf6196a02973aff0b097333f8d615c0 a1726ab7e31c378eab77150faa28cce535afe3ae5798402e0223ef39b44d49fe 094a5f9559023c9671b432de8ce26dea7d2df616c389b5b604ebe4b1f38e4e2b 8e6b79553f7817a000cdc8801e5cb4528888d30e36e69b3f43335222507c7025 42fc863e51f676506fbb896d091c0a67012884cd0dc5cbd9713871d4750cc1aa 409a21436b69fbd72947661b0f1c7c33109ab985b6151dfb352427a4e48d538a 7d8cae27d39b4380c16ad28fede82d77241197eed3c180fa53f790740651d0c3 a59375c4064a2e3babb8835ef2a7fae9d0ac4d3f1768748e3bbb719042180ca7 529f31d845fa3da75de1474f10d0cb84ac14d7ce2c9c35bf03ecaef902f83510 820ca4bc47bdf2431ade86b1cead9e210c40e5abb78bfefbd56a018c7b111837 be717cf60340c7db05893faa8a28d24b428d65bbdca3b0d9db85be6fd92fd30b e73249cda401ba6b80cd1c5ba503eef4f6c09732a770c3bd9e46ee912294bf26 f125939920702c60ec92e071670d6b497eb531b395c839024badb671f408638a 9b44e92e6703593e4a03af1de59137aab5e22683ba77d2ebbd54288bf289b9dc aadd8e943fa60b477d842f2d1330bd320f939154489d1b3f60aa88c1b5434945 13f976ac52ee6c5084ad1293959faf01cbf74dfb82cece396a940590a8d51f5a dab22afda18ce18a7f1ddb3390a523a5c3d580c107c8fdb49fca2d8f708f282a 1946ba16eb490c697921edb3bf3caa1a97609128ae69ce9541532429205802ad 1d63967149548227e8a150259134ce48ab213d2d5bb2d815d48ad7c878adb887 c48c035c5c08103d5c4481a54081b3f5b4fe4f399e2453dd947df971d0494ecc 5beb102f59bf949b814ca81c9e6e28fdc77666f83aa695245d59ae48e544b7ac a79f0b23d2d645285842bd52b19e4345a9545449673ee9d4c5d987f345cb0d4c 9cbac35ff212ec1c7d8da8c8a7e251b7253e01d1abdd7f4c2d99e10131b07777 f0a2edad8be556f8701e25c2ee78941bc46694b3c06d107aa03c58166bdb1cba a8ddc39fa24f057c6f9ffc8b1e2a58594d1093b571e94b70a304cf06eddb4b4c c24ff9669ed8fa66f845725736dc459510a0c6108b61c2f821fae33d05ffcdbd 31707893004172ca737ece628a855188e3029b6a0f1a72c9c1c6edd41b22625a 73a8b9f5c66812321d62b199d8effa3030ff37e9f6fc88ec92f5f9b9955285df dcc840cde8105661c0a72f8ffb4ae94fbcb531caac944d00ca1e01a1519bd880 2d53d2bc1bc18eeff9c75f7a55d33e904f3893cec6bfc0e51dbafb9aa64827ac 30bbf4245a6d8eb387f9a9d91f68ef6206472f487fe754317398ea3138e5300f eaa87866ab0b0db5ef1b55dc29b4471fc0df6b12dce753c75aa119b70061125a ec69a61db9bf69fadcad59d051a4269b0cb06d2da00fe9d642a291472697516d 44afda643075609c863f7c37f2abada03232f92ea7813ac54e7b619d029f43fb 5b5f25227c8037c0b7ccb5899353aa477d07b46a8c33c8ed23184201e3b8440c 2d0d275e7ef236147a60b323038b97016aa6d17b8749fc39c22e8f8262c3313f 962cd9fce169a3985127ef6618afae 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMSY10 %!PS-AdobeFont-1.1: CMSY10 1.0 %%CreationDate: 1991 Aug 15 07:20:57 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMSY10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.035 def /isFixedPitch false def end readonly def /FontName /CMSY10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 0 /minus put dup 2 /multiply put dup 3 /asteriskmath put dup 15 /bullet put dup 20 /lessequal put dup 102 /braceleft put dup 103 /braceright put dup 106 /bar put dup 107 /bardbl put readonly def /FontBBox{-29 -960 1116 775}readonly def /UniqueID 5000820 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bac8ced9b09a275ab231194ecf829352 05826f4e975dcecec72b2cf3a18899ccde1fd935d09d813b096cc6b83cdf4f23 b9a60db41f9976ac333263c908dcefcdbd4c8402ed00a36e7487634d089fd45a f4a38a56a4412c3b0baffaeb717bf0de9ffb7a8460bf475a6718b0c73c571145 d026957276530530a2fbefc6c8f67052788e6703bb5ee49533870bca1f113ad8 3750d597b842d8d96c423ba1273ddd32f3a54a912a443fcd44f7c3a6fe3956b0 aa1e784aaec6fce08dae0c76da9d0a3eba57b98a6233d9e9f0c3f00fcc6b2c6a 9ba23af389e6dfff4efec3de05d6276c6be417703ce508377f25960ef4ed83b4 9b01b873f3a639ce00f356229b6477a081933fef3bb80e2b9dffa7f75567b1fa 4d739b772f8d674e567534c6c5bbf1cf615372be20b18472f7aa58be8c216dbd df81cc0a86b6d8318ca68fe22c8af13b54d7576fe4ca5a7af9005ea5cc4edb79 c0ab668e4fec4b7f5a9eb5f0e4c088cd818ecc4feb4b40ec8bd2981bf2336074 b64c430282c3aca8cb8513abe3955a5e832256a57fa8e52fee3774ff9e447be4 b002e8f27dd0c01c5d0bc4a3e4e429537a7726b3b69e28ae99e96897a8743907 4fbebb892d9676cce5975ab5315bf528e9a3c7605b0e26b43d6c90ed6e18d988 39b71039c69e43bc422c0b1be3ea0927e6a8f6dbb6adff522fad9e1abc9923a6 47a3798db423915890e0563baab1ecae90f8a29bc8041e07096ab563a583b534 9507c5635a9f51b181b6f260aac67ba07aeaf7392dfce51232b748be63547eed 847aac408065cb0dc7c0803287deeee0a00e49b698e9dfdc46951977f4532854 84ea8fa84afdb40325094f0dde109e6421eb39f452a16964f9dafb1099606117 21d74fabe63331b15c849e70aea8693cabf41983b1cb4dbff0b1e74c96e380b9 ffb5532dcaea8a22d9ce605befb64fae478269b2184cf5ac4f365197ce3a8a18 08a495114030719dc870cb1579c38744d80d232f31c2961649ac417fb06f7fe5 22009d79455dd4f4c23b9edb994a1765636546c46a8bb563aa3dd8b175f944af 67d1746b905a7f9995688d3f2edfbbc0d3449cf705fe5255d3b02296c2c219c9 1ab1012aeed09e9ed8c785690442bf9af517d19c08d9514ebff8f93a1172502d 478f7068e8a4d7581d7ebb8d702b230a3cf45ec70abe148dbd963108dc8401cc 137915e90d7b4fae26829b1166e11127a4552fdec638824da410f4d93e8c380d e054765ada58d9a6d7eefd572a81c85e8e9cf77ee0b1e7d7e7e54841ff2352a1 f976db939ecb87fb99d307ab4187613c1774198b6a5d75032a1c1043e7dbb0b6 1a8f049d65f206f9bef6f2699869de6688750c4a3290e3ac21bb979169c0b23a e0cfbb0ec3e7f85087c54bf74b660b2cb4e19e6c0b6a6b18d40a799b18f27f07 1dca2c5951c61cff0d2e7202a4edbf261f1dbd3b01ac0cbdd4ecdd90f51e8a52 6209ea36bbaa5557ab831c6c4877a8bee4a12f3518b83fddc1451610a094019a 7e8f1d65ec7bb461c23bb7076b5892e1d322c6dddf7da2235a263cee6b641176 85c544fa688c7ff170145acaafdf058ee02e3c38ba56ba771fc0ee702dab513c 93ff281b3c9c80973e5392afe6d05ce542dba6f3afad8119ee07f103acf9ac50 aed62035893d7aa29e099170c74e8108dfa357f993c4e793865f0eb979ce0cb0 55de10d2bd1fa365d56c2d93e949d29ae3bf2849e2db26bb5db89ac975247209 729a13ee87739cb93aa4a03751085c48157679303ce75c08ce1fb9f6c510f718 3cd70ed0a3aa6f9510b265b21cf5a4cf93c23d17449ed84f708b5250fa8d5bc4 87ae800c14f439bc373da9e6911e82f9f0d358db31a518f5f498b311aaabad22 6579fe7da600e5063772da0aadd29b682026517e755da2b44b5f9878e9f1fc10 c0d22c9f67caa72c9d659aae431f05490cc40070107a31eb06d47d02ba799098 5880cfafae70bec7a8b122101922bf4b3d27b22b4a1e5dc56e5d1774bb95e1d0 3a92c7cd1d496013048b711ce2be77adad22bd9fdda44c4271093224e164278b 6bd4633a3dd4fa1986edea4a32c5d180888c99fed9fc07d8cb7fa28be824abc6 3ac251b8583fe1bb8f9254c867c05f7ecdb3ab521ef3341c87cb8386c381bef2 90faab57e89c1a8b20c297afba6d8826c5c7f047a88872e897371e7c3fa4e2ef 962a506a986e881b87822cb917fd929012e9a0f4e7ad3368cd857847358233a2 94e8957165a44a0e883ced7e03831eca6f72812c7ae34541c33db3c2ec5f368f 3b26de13f08f9ee47b099767a69a70aa7477d58fc1af533dc8bea97ba789f223 0df2db1add5712cb1cce2b440f5e53bbfa8ab7c37dd9d2bf999e884f8ff6974a 966450db533ab3b3891cd61edc65e2fa4ba814be31a25dc0f9041ed9096c53ed 940fc0b1aa51cc68514ac8bc94 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMEX10 %!PS-AdobeFont-1.1: CMEX10 1.00 %%CreationDate: 1992 Jul 23 21:22:48 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.00) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMEX10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMEX10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 48 /parenlefttp put dup 49 /parenrighttp put dup 64 /parenleftbt put dup 65 /parenrightbt put dup 88 /summationdisplay put dup 110 /braceleftBig put dup 111 /bracerightBig put readonly def /FontBBox{-24 -2960 1454 772}readonly def /UniqueID 5000774 def currentdict end currentfile eexec 80347982ab3942d930e069a70d0d48311d7190fa2d133a583138f76695558e7a e9348d37cac6651806d08527c1bb4a062a4835ac37784cc39ad8841404e438b4 d52d3901e47a1de4f7924e0fb3daf442499175bab1226edf692a4956739f8828 e80592f450c5d5c22ac88bcfbe9748f61d18243a16f4a4467f084e8e2be46ef4 7fc51c3a8199e3cda62ff9c4fb73956dab8b6683d2156377808cb35026073e80 523f59a30d195fcf9b9fce4ffafc6d5649664203ab24acb938d58d246707ffe7 d62f04bec4b70c21ef75beb2b812622b3c74e969d72d3cd11bd7106294a99caf 0b1629bc7d4de6b96ca82930831d64575f23f4ad06a0e45e315b1d392411be8d 6d73c998789ff258a07a3c8c2057325784514c845500bfd1a971310cfc11d41c 1a167dbd5ff012c60add4e87325f6e5299032a839de65fb1473a166aae1876a4 414a434f22c1d241591fb36f857df6fa930608750ffc0c54f44994662b1f00f1 400bf752ea8d83ffc4cb77a290bc2d99981ae59a191748ba5c7ba1a9d2583fd2 1398452b6ff5d83a059f7eadcd2ef744e9dd22bdf9c79d049bf06835e878c32b 7765c69bdd8ef4deb4ea7cfff4cf9354a4ddffa689de961d16772491c7afbd7f ffde42400764c68e954ee5c455a5687959829bc3b319b2147deaab3628662c80 30c5e02fea09609abe4eaa12e217bc3af673f1bc36a7039eb13fcacb4218fe0f c5a3f9452d4edf46cc91db67b624d4f2d37502fb9f11af4da18ca40b61097f95 d44329375467ed13c5cb585ec53f62b83ef9502cc755af44bf32b87b8ae9f3f2 f8dbf72dab90acafbacd280db6aaffaefdff6d5eff26669bac56280a950560e3 d01714ba38659b0e4e28bf8cdc1f15ff7e3ea9d95a6afbbe3d8e6905aa6d531d 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1208f115f9ab6c40ca5ad57872db6638818c009f2becf3d3a53800623d9251e1 013f1a82edf1ecadc0 X 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMMI6 %!PS-AdobeFont-1.1: CMMI6 1.100 %%CreationDate: 1996 Jul 23 07:53:52 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMMI6) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMMI6 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 109 /m put readonly def /FontBBox{11 -250 1241 750}readonly def /UniqueID 5087381 def currentdict end currentfile eexec 80347982ab3942d930e069a70d0d48311d725e830d1c76fba12e12486e989c98 74c2b527f0925722787027f44470d484262c360cdfdddf3657533a57bb16f730 48bfbbfcb73a650484015441fdc837add94ac8fbd2022e3ec8f115d4b4bb7b7f 15388f22cc6198efe768bd9fceb3446ee4a8dc27d6cd152485384ef5f59381ff da43f2d20c8fb08aa27ab2015b774db10dacfdcd33e60f178c461553146ab427 bdd7da12534ba078ad3d780414930e72218b3075925ce1192f11fc8530fcd5e3 038e3a6a6db2dcfbae3b4653e7e02730314e02b54a1e296d2bef8a79411d9225 dad7b4e6d6f9cf0688b69ba21193bf1495807e7a1e67ed7e41cc25acc04702f6 8ef703e3d45722c1a91fdef7100a48631a02a6f02a08c6b1f9b4df8310385b86 8632718fd87119a233f219d9411383b7fa9f3e4780d8c27e2e89e0cae883d664 c3eac57a3aef8988a2e9f0f8c7f53e0a80bdfc4620e21287d0390e1975398544 7f3ea66401024bea75e1b4c4437b7bb188f76f96b918ac7c6ad7e8ae7f21d8c2 790f08cccec904fe48ef39e597ed4d4237c1d1f596f5906b19ea308020f7a35c 168e327ec3246b1dfabe912f6b6daac09974876d3996e57d180261110db05f15 e3e8eebba3d90b5764c03df3033a1ed678ebc679569a2fb297378b25434c0f20 5313ecb8a952f07242d3ee731b0cdc086a4481178a3d65129c47c09b22e9c431 e11b3747b94c26a757c38d06001798c6a568303d541385244b967d3b1786edea f65bb53c4c2fe75e4b1b15c2c78d930b4296c80f08bad86012451edc8e9f0854 c3b390a16e27b11b3d45a9f72eff8baded2242dc928a61685d79e09681c97425 5b90a498614cf560fa5b1718981388268ba206a96989e6d0b5d485d9aca5594a e67dd7b34d8a369adb06647f8aff8814d6d9cdc04a4835918e557174c5bc0f3f bcea9907a04cf93c12727ec40db3f2f77596dca477862747435bdedacd9b2311 6cc97fa47ffdd7d897fb6bdd5572e35d34e7e1cb5e7273a4ffd86525323ace4a 84e1297028c2bd5469baa2e75d19360c2c9042139d5e7dd4390a6a3935424711 de21910126d750ae279916ceb71da3591d60dc62db333c5021e2c1cd61ade51e 9391472f46a58f4d47b46f95c41dbec5e4518446480a4f24096952ed2f1dbc87 45a2d0a1fe65de562d84e47536c41f41ee92e6edbee519141eb65b05f8e0dee0 fcb116be1e9416c3ea3b1ff688a8f78b088424476f33c9d70ace9b088579c0c0 773925848ea8f547252443058fd0bbd044d26b07cf5b95202d134e3bf14b0375 b54204c6e30b47c13a1353cd6c3ac4abdeaec9257fbe54308570be0b5931b3db 51ba6772b74836871c92ff7b0eb1a3277c37c593b7e71b2743826e0d2e7abcac 56de53e49e06c39143ddd1e9035d04eff2cd461c7f82c93d75a85ef06a63feaf bbc2cc04efe98a19110f574a96d5a10d37264bc6ba2bf1c75a25394074884617 7dccc1ca1ca8a7a8f86dfc2ec6e79fec653afdfcc1c36c1cb54a69369837b5b5 d61990fde7c418822b0a0024fb4d4daaa7c42be63aa6fef86c1bc514513b3300 c00fdc0a847861e6a34ae69d046b7367fc16b2187af780c77b24b6e6a7349dea 04f5a879d1274540470becc4f0b3f36cc8223c151b2353fed3e435f96ef8fe67 b2d0f35f93897673546a4f33c9bfa3251835426568b719b9df78cc02a67af08f 64ac11ee06caad0fac78f07ba5d87e9032e30db8ac571f881c6e04ebd3c897ed 97f00b28486b65699f24ac52e2d7d642aad2b7b4a0cb7d85c39882 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMR6 %!PS-AdobeFont-1.1: CMR6 1.0 %%CreationDate: 1991 Aug 20 16:39:02 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR6) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR6 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 49 /one put dup 50 /two put readonly def /FontBBox{-20 -250 1193 750}readonly def /UniqueID 5000789 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacdd6500abda5ed9835f6a016cfc8f0 0b6c052ed76a87856b50f4d80dfaeb508c97f8281f3f88b17e4d3b90c0f65ec3 79791aacdc162a66cbbc5be2f53aad8de72dd113b55a022fbfee658cb95f5bb3 2ba0357b5e050fddf264a07470bef1c52119b6fbd5c77ebed964ac5a2bbec9d8 b3e48ae5bb003a63d545774b922b9d5ff6b0066ece43645a131879b032137d6d 823385fe55f3402d557fd3b4486858b2a4b5a0cc2e1bf4e2a4a0e748483c3bcf 5de47cc5260a3a967cac70a7a35b88b54315191d0423b4065c7a432987938c6b edad3b72ad63c2918b6e5a2017457e0d4ebc204b031f3fc6c13d7da7277a94ba 018e9998b3dd888011a5d7c4204989f30f908b95533bda845746b673ab71ea57 65a0d14f4350707e47c8276305b28513cbe1bb0dbd269a53719bda46e536685d df78ca0146b6b93e760256b74d939d4e35b5e77238f04c92298dfdd188feea30 e053eefbcbb52f2011772b3aae39f5805597bbc1e8bb75a446ce014030f4f2f0 f49f9e962ee4a1024a746fa92a3628db5270732b54e43fe5ecfa524f127e5fcc 788e77e66098336ad67fe4cccaf0253272d5df79864bf4b734cb9a5859d557d8 bc11b8e00221ebc12e97de4b1f466ead83a4c894709363bca9040410a52d592e 34ee40cc7e5efa920546b981aa659513a24b1b85c221a1875b62d0b89e57a368 321b8043a5b094e0379760a443d632892b14ad6d19dacc8c78093243ad67e6a3 08e56e6b68412ee690b10dac6e17708754a00d51fc957b500eb80175716eef4b 2ca1ef867614659bee3f2b7319e97b6fdf1efc847bf3cee3156f72f21751da8e 5fb6898919e6799820d3de0642d756e09d6fae4ff08dd3deda3173bff4bb11f7 9109c97ddc05897af709ea199a90fcee8ce4c7a3c15b18170c41c04de2d3fba8 f34296a95b8e1e8de3739b17273f8f2c85e914615e8eac5e8bd2387ba3b1edf4 7968f06e2067d836d0f9f3e085cdfd2de06a62c81d786b304326f7002e83160a 36598589228b4dddddc43c85e1d126f8fe81b828028e26317af5894aaccf4f69 6301e1a9fc45935d8a414957f08febebbc3a72ada80f101e47447d019ade56e9 f4fab969bba2b44e47399fedf5caa1bcea216d7ba713d523de97a57cbed59a39 c235a135d115ebd4abbd5c9600b26694d650c64477d24d3e668cf2f77c682069 8a49e801bc835101d0380ff234ffc28ff2f6fe6f1ad59d35142a82e252b03506 4eefbe506595eee4c52ed8c9e252fe3a9894b250b5a8765bd0a3ccec511fc398 f294b9ef281f87d76802eced7414297358d29f12e1d246c0f39f9ec4536c3f4f 0549474956b5667672941778cd589fde416abb9915c030ac96e1b70221c9b072 04f75663bcb1dc96dbafd3ddde72bd6af74b96324b707d58c89ca136d07c38f1 bd08201d21d46b9067a4c1ec2857c203487a9237cfbf1dbef5af4c59fc1e726d f49161e746feae8bab48ec220e62fc4437ae29ddff8582dfeb1afa3531a3f86a 22606ab4a62e2107e4569716d1b12297b276035d91ee77babb02b1a5a9428528 b13475a731a58f734f2640f57946f21fd852f775db7637444b84f2dcf1a530e5 964667948960b901dcee0d45e7fbe71331faf54efa7462dd3d6c0e88334556a5 b1418fab410355d9856668d76d6943ca25da0ea62be33599f490997674a9eb45 5f94c730ca6580cdc3a7bd5f362d0ecffecb99b24d7301bca4a0fe45 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMR8 %!PS-AdobeFont-1.1: CMR8 1.0 %%CreationDate: 1991 Aug 20 16:39:40 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR8) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR8 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 48 /zero put dup 49 /one put dup 50 /two put dup 61 /equal put readonly def /FontBBox{-36 -250 1070 750}readonly def /UniqueID 5000791 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacdd6500abda5ed9835f6a016cfc8f0 0b6c052ed76a87856b50f4d80dfaeb508c97f8281f3f88b17e4d3b90c0f65ec3 79791aacdc162a66cbbc5be2f53aad8de72dd113b55a022fbfee658cb95f5bb3 2ba0357b5e050fddf264a07470bef1c52119b6fbd5c77ebed964ac5a2bbec9d8 b3e48ae5bb003a63d545774b922b9d5ff6b0066ece43645a131879b032137d6d 823385fe55f3402d557fd3b4486858b2a4b5a0cc2e1bf4e2a4a0e748483c3bcf 5de47cc5260a3a967cac70a7a35b88b54315191d0423b4065c7a432987938c6b edad3b72ad63c2918b6e5a2017457e0d4ebc204b094541f345ec367ae85ca9bd 24568a01d3b9f8095f7420e6c423c414b3dcce6da48dd1c89a56d078e0d0e2f2 62a13640a06d17e44ee3866c3471fb58fedf5a3b77294517651c16bdd7267d39 a54e7171752dbde63ac19bb4b3021ce95eb5fe67390b09ae4d9ed4d704a67443 f55dce17acd996c1f5e023c9e5a18cbeecc3097f23763acb86cdd7cd13381ae7 4e48495ec7fa520539d87f8a8dcb3c826275469b6800876a457e7d1e5be867c7 b1ccad69742a8c9b0ad943482bf2a4ad0aed40baeb69a0233bad36b4ca2d2da7 322956c70375d152653500b2f22d2ab6990cadde2da14b4917f7515e64bc3d96 bf775258fc7dae4e42a4c9b6da8eddec4a800c8aadc8d75e48cae52137e05c03 677f5d6a82fa46d9f2fc7f56d62e5c605a1b7898b8d1401c2cac1a0122a2c8a7 aae09607f2c5f29293a09b9959399283be89051452898238b777db9830ff4318 a298b221c4a820c700ca964fc99e6b1d9eb0bafc39be9aa9dffa2fa326b2a466 1e67261bb3dbc85844e76f9313ab533ee16bcb478166de5502b68e6ec1ea6110 f53206cf1cfea419571b0243244b32ea38b828a01e62b03bcf476a32c2341cec b8a0fa2a3f3f339315d5f3aa7704408f6617d026ffee4925aa48537a4b2e556d 225be09392546ad561cd46cf766f0ba14c6854c5af1a528c3842b0c5aeefefcf 19f19cbce5d967153c4f88e51c776cfbe10d39328466f7a3b83d85601ef4d1ce 0cc136610fa6a74d9676e4e99291d565cad27b9eb2337b0eba4148efd0eb2866 ebf0a4209ba135ad1376cf9cc2d4110f36121055caa3f2e125a42a237f8aa6c1 6fdcb0b5c8da4238991cd0131ebe6a5a8efe8982ffee4cef223f8b84306bfd12 72a988293b14a2f7a8893fc356a27661d9065850ea8e35b337540ea7a247e4f9 762440f7ce6b6697180196845a4055e39225afbd80e749c2bec8c46de2f60292 c3ca868f1bf8e0e771cdcfba9b767a6de3ff375f9b3fe62e7959db291087c57d 4da7445b188db16d961bc571a57c34a228090c9e6d78039465ce0d9393e6adcc 03e686155609c3736b53489abe48407593c25f687995ca9d2027003e170d82a1 8953aecbfbdb20a7d5f1637b582c041f19b4a63b491688f1bb545cbf7a1d6c67 2834c6078de2da7cd0f8dde5614e0798035106062310f91a55b906a1615fda52 59a5443fafcb24422445508675599eb0c32fe30a4564e890c48efe5853f1b506 dbc4b141f03e7a9311ce4c3f5340da28583f4b0faf62e264630178e7de014c6e 3519597f1b85ad5aa767aaa015fd068c3abfba55ee4f9dc5da7af1e03bc71756 3bce5d8ffa8e939154094fed798aa317e81101e9ae3128a978f44a2d9c79ee2b 9cb53981ce0f9dc3994a40a7cbde99534b2329069829ce72f0d587784729ee0c 41ea07075334682133be745c73cbd3048476d310d062be151093d26a1c9de9f8 28b1efe7fc1c4a2c31957df7228fd666302f9223895e1b0b39a18eba7c0cf403 c6c9c4ae3069165efd71f97d7803b36b3d3a6d655e26a544c97b5da61a26e6f7 13bc59e155c7713319baf98bc2f9eb91e8085d867ba13215a0e7d304ebcff049 31d53046d987ddbee0c561172d8e062552c409082e62c4095a1889590898f634 ed5d5a024608866be7c148d877828201348ea8271eaa1c5c27869a703ae081c2 0dcae1b0ebf3d948427ff9f0ca9be481007e889abf7143f4121322f3cb9e8326 0ae734f6a93f5f71ec5361372b2dc082ac195e9474bae3b62be2b55a7a580d32 659e85ce46fa03 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMMI8 %!PS-AdobeFont-1.1: CMMI8 1.100 %%CreationDate: 1996 Jul 23 07:53:54 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMMI8) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMMI8 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 12 /beta put dup 13 /gamma put dup 58 /period put dup 59 /comma put dup 61 /slash put dup 63 /star put dup 84 /T put dup 105 /i put dup 106 /j put dup 109 /m put dup 110 /n put dup 112 /p put readonly def /FontBBox{-24 -250 1110 750}readonly def /UniqueID 5087383 def currentdict end currentfile eexec 80347982ab3942d930e069a70d0d48311d725e830d1c76fba12e12486e989c98 74c2b527f0925722787027f44470d484262c360cdfdddf3657533a57bb16f730 48bfbbfcb73a650484015441fdc837add94ac8fbd2022e3ec8f115d4b4bb7b7f 15388f22cc6198efe768bd9fceb3446ee4a8dc27d6cd152485384ef5f59381ff da43f2d20c8fb08aa27ab2015b774db10dacfdcd33e60f178c461553146ab427 bdd7da12534ba078ad3d780414930e72218b3075925ce1192f11fc8530fcd5e3 038e3a6a6db2dcfbae3b4653e7e02730314e02b54a1e296d2bef8a79411d9225 dad7b4e6d6f9cf0688b69ba21193bf1495807e7a196cf14c95a4e02f9cd2da8c db2546c6df52e524745992e18d9ff87aa25e4e1800bbe4ebb357c6ef55ed6d03 6d3a00c1ee8073266c21d2f0ac85d656abf61d7e5a4fa87da8ec3b5329e434d0 d2adab706b42a2e5331be5295399d803ccac03f631f01f39a022fcdf63486b68 7d15ef284a77def7fde4898543e7b5f7ec267756103e477f547cfb8d2311c4b0 09deff56085f5d419697af1846c8b88c1bbbae149f0f19ca3c8dafe19cec48fe 6b38357246d8b5cef80b53bab4cbbbe8bc8318cc462a4158258f456e697f6058 86010493f252073ee4e4c9531f23485415ad6bc901bbaea659ef701f825f4b6d 5c9bed0dce7b63810f906b33ea4955531ca1ed1fc120cc56dc1e277a33222cc6 c3a97552607b865783faf0895cbeccd0df54f57bd162a88494768435eda71a39 69718c0c5912d3167bb0971546d733e735aa9bcd89f5aa154656031ab3f6fe41 94ec225ad03ab8b67a9da43ab365c4df17c23e79f685c3b6fd5b654e4a6f2603 6cec3a8641b0b57f93eb95f9e238832aeac2061f3153e0f375513c974f1c38f7 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Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. 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0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMR10 %!PS-AdobeFont-1.1: CMR10 1.00B %%CreationDate: 1992 Feb 19 19:54:52 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.00B) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 11 /ff put dup 12 /fi put dup 13 /fl put dup 14 /ffi put dup 34 /quotedblright put dup 38 /ampersand put dup 39 /quoteright put dup 40 /parenleft put dup 41 /parenright put dup 44 /comma put dup 45 /hyphen put dup 46 /period put dup 47 /slash put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 54 /six put dup 55 /seven put dup 56 /eight put dup 57 /nine put dup 58 /colon put dup 59 /semicolon put dup 61 /equal put dup 65 /A put dup 66 /B put dup 67 /C put dup 68 /D put dup 69 /E put dup 70 /F put dup 71 /G put dup 72 /H put dup 73 /I put dup 74 /J put dup 75 /K put dup 76 /L put dup 77 /M put dup 78 /N put dup 79 /O put dup 80 /P put dup 81 /Q put dup 82 /R put dup 83 /S put dup 84 /T put dup 85 /U put dup 86 /V put dup 87 /W put dup 89 /Y put dup 91 /bracketleft put dup 92 /quotedblleft put dup 93 /bracketright put dup 94 /circumflex put dup 96 /quoteleft put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 106 /j put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 113 /q put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 120 /x put dup 121 /y put dup 122 /z put dup 123 /endash put dup 126 /tilde put readonly def /FontBBox{-251 -250 1009 969}readonly def /UniqueID 5000793 def currentdict end currentfile eexec 8053514d28ec28da1630165fab262882d3fca78881823c5537fe6c3dda8ee5b8 97e17cb027f5c73fdbb56b0a7c25fc3512b55fe8f3acfbffcc7f4a382d8299cc 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0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMR9 %!PS-AdobeFont-1.1: CMR9 1.0 %%CreationDate: 1991 Aug 20 16:39:59 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR9) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR9 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 40 /parenleft put dup 41 /parenright put dup 44 /comma put dup 46 /period put dup 47 /slash put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 54 /six put dup 55 /seven put dup 57 /nine put dup 59 /semicolon put dup 65 /A put dup 66 /B put dup 67 /C put dup 68 /D put dup 69 /E put dup 70 /F put dup 71 /G put dup 72 /H put dup 73 /I put dup 76 /L put dup 77 /M put dup 78 /N put dup 79 /O put dup 80 /P put dup 81 /Q put dup 82 /R put dup 83 /S put dup 84 /T put dup 85 /U put dup 87 /W put dup 89 /Y put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 104 /h put dup 105 /i put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 118 /v put dup 119 /w put dup 120 /x put dup 121 /y put dup 123 /endash put readonly def /FontBBox{-39 -250 1036 750}readonly def /UniqueID 5000792 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacdd6500abda5ed9835f6a016cfc8f0 0b6c052ed76a87856b50f4d80dfaeb508c97f8281f3f88b17e4d3b90c0f65ec3 79791aacdc162a66cbbc5be2f53aad8de72dd113b55a022fbfee658cb95f5bb3 2ba0357b5e050fddf264a07470bef1c52119b6fbd5c77ebed964ac5a2bbec9d8 b3e48ae5bb003a63d545774b922b9d5ff6b0066ece43645a131879b032137d6d 823385fe55f3402d557fd3b448685bdd20eb05d5e7c2126132e33a59a7170609 dcf4871a5d023c9ef57d3362d9f2d7a440bb69bf653364105f16f4d0f03582f9 aced3d05cc76489b16e3fa8a446094d30038b06ecceda269f2eab9d19a99c7f9 39f9548f206c5a457a19270b2b82c43b091dfc5573468eaa3e7a4a32f8042891 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0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMSY6 %!PS-AdobeFont-1.1: CMSY6 1.0 %%CreationDate: 1991 Aug 15 07:21:34 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMSY6) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.035 def /isFixedPitch false def end readonly def /FontName /CMSY6 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 3 /asteriskmath put dup 120 /section put dup 121 /dagger put dup 122 /daggerdbl put readonly def /FontBBox{-4 -948 1329 786}readonly def /UniqueID 5000816 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bac8ced9b09a275ab231194ecf829352 05826f4e975dcecec72b2cf3a18899ccde1fd935d09d813b096cc6b83cdf4f23 b9a60db41f9976ac333263c908dcefcdbd4c8402ed00a36e7487634d089fd45a f4a38a56a4412c3b0baffaeb717bf0de9ffb7a8460bf475a6718b0c73c571145 d026957276530530a2fbefc6c8f059084178f5ab59e11b6a18979f258b8c6ed3 ccafbc21aca420c9c83eea371adc20e038b4d7b8ac303004b0aa205f04135140 76407216032fdd22e6219da8f16b28ca12524deb7bca073cc5eba65c102a5e85 fd48e6d062cd4283ee570a7774597e5bf0e3400b6be72db0115f3cb12db70ce0 83722870cddfadee715f10f1fcaf20e06f3c54afe5ca238539bfe2b596116e83 f5371ff18fa5003d8543226cfd4025f9940365b392a858d27f078d3abcffe4a1 54e78c7692d1a32bf935967c64f01b24788ff8325d61145e2d4a489fd986fb77 38e6b254522c77ca2797a504a9ce4676a77ebacb026eca94dde5922c936f8e90 c43e28519169701856d797b0108d338a1ac7ca5e7ce82bfda6ed6bea1db51dcd f94ab9ea0223ebacff303482b6115291f053eb2614906bd7fd5e762994e7db9c 8b5643757423f39293849b62dc508529260f98b45f4abe372f9c12147a431ed2 0382a4cb6ea217604f11f90fb4039721757ec4b077c75aedb04088106e008de8 2e16caab2dff750e9467a464c2eb7e9f418404e5745db60b3ee2eda14e4be115 86d751ad8ad300493ebe5e6660eac4342cc2520831da33bf3bad504796ba8f38 d9b819efe7f5d96d1bf9a26134773e7ef4fe6021a8ba10fc2042655e6ed2634c a3c5c0c79f04dad8e11c9c3faa28ed107fb97777aca7f6ffd6d016f843e01175 6d9757945c2f2f9175c34747638bc69b6ff696eaae4a13728dec0cae79ef727f cc058b970dd5d1a253e7d9972127aa868924be399e121ca48a25080907ee7362 fb8bfc7912532c390b70604783f87a50f6e6c5f8871603b62a4d3a39cd0b3081 cf8ac689dcceabc8933a6c6615dd90afdb9456689608442ee6121ac9f3f3c0bc 4ccd70fcd30ae6569d38e2f47e3e413d56058a9c6e18246f0a90f9c14778c47c 6955dd30ea0a6eec1664797b53a6342d231903a7b3f7310d7308ef31484592d1 a3a1c4f094d32aefdbce9048d92c26653544b16a3727769eba27f0c93db71e0a 9600067df3630c305585608a03c3402986e55ca37fb0f90709394cba81298e42 c2763f083e0e0f738b839e2dfcbdc6a835df7095e305f89634e8bdab1cb8a45c 6b484f31e8143a96824bf0f2852d34be8cf7a693ca63a1ab7b7153344dd0dc4e 07496dd40bac9ada291c34220753fa588a904b165bca87bf29e8a7465d3eceaf 4aa2537e3232bd68c01c0540dc67f991f3d4c75c21dbaf059cef866cd284a6d5 652bf828c6f0d834e220559974311157d4e5b46a207fd925fe7eaf6a7dc420e8 b6b50ce7e6392abf3421a0c11955c4d71268866daea7422a4e9e57a070369a06 62395beafa9183d3697cc9f238c4526d2abc3a92256796027a2fb283826c3c7d 05d7c34d0297a76101247ceb133a8797faeb4d88b85df46889d96f4f4b3fb95c a9a7416cc5b41b3e7936280b34bf2ce2cc7d32609794e6420bf26fa140526b47 e583f3b0da6274feba8eafb324ba1615bd6c6be17132bdb378276666cf8853a7 5f055f653a01d493c61d9b7dcd694af2c9bc8e3e91527eb7a9cf19d934e783ae b580f1df888b0b6e86a897ba4cd4e5505e9063b37aae164b61190b0677abd23e 22df83534c28af945044879610849e7fe3d4956a1ba4335070c888c20fe25ecb 00715565be2d89c7dc11ffc12eaf9cafb0cf668bf05de2b589ec08334c868e8b 279b3736551ee53f858b299f367d0ea0530a0678f552f41f3eacfaf6dbccf9ae 5f9bd45c47144bbd1541c48f747693fbd2cccff43e0cd0a906966d96603bd6df 239887781edc5b8ad3d6e1003cce6e2a15c6aabe91c3c05676490a268b1d2472 95e98ea89b68654b1bc33ece2a48281e1d2f7a95702c74142bdbf2332dec2e46 ed530dc3746a510eee361106f35f7bb966c609457d32e35085b008c4adab77fe 2cbe2da0a512bec468e261fa08f5e2fc8732de92918723687923db63fe9767e8 2b7e0ab66aa565fa6e5fd21bc5803b30e60a46eb9b5396392bc1586005f5213d 73f94d438484d02f24 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMBX10 %!PS-AdobeFont-1.1: CMBX10 1.00B %%CreationDate: 1992 Feb 19 19:54:06 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.00B) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMBX10) readonly def /FamilyName (Computer Modern) readonly def /Weight (Bold) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMBX10 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 11 /ff put dup 12 /fi put dup 48 /zero put dup 49 /one put dup 50 /two put dup 51 /three put dup 52 /four put dup 53 /five put dup 54 /six put dup 55 /seven put dup 56 /eight put dup 57 /nine put dup 58 /colon put dup 65 /A put dup 67 /C put dup 68 /D put dup 69 /E put dup 70 /F put dup 71 /G put dup 72 /H put dup 73 /I put dup 76 /L put dup 77 /M put dup 78 /N put dup 79 /O put dup 82 /R put dup 83 /S put dup 84 /T put dup 85 /U put dup 86 /V put dup 87 /W put dup 88 /X put dup 89 /Y put dup 90 /Z put dup 97 /a put dup 98 /b put dup 99 /c put dup 100 /d put dup 101 /e put dup 102 /f put dup 103 /g put dup 105 /i put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put dup 119 /w put dup 120 /x put readonly def /FontBBox{-301 -250 1164 946}readonly def /UniqueID 5000768 def currentdict end currentfile eexec 8053514d28ec28da1630165fab262882d3fca78881823c5537fe6c3dda8ee5b8 97e17cb027f5c73fdbb56b0a7c25fc3512b55fe8f3acfbffcc7f4a382d8299cc 8fd37d3cea49dabdca92847af0560b404ef71134b0f3d99934fc9d0b4e602011 b9cfb856c23f958f3c5a2fbe0ef8587d1f5774879c324e51fcb22888b74f2415 50d7401eb990d4f3a7af635198422283cac1b6cd446ddbcbd915db9bff88844e 784c6bf7389803d9450b0c21756a017306462c563d51ece66fcc9c831843ecae 1fefc1a232e2724f7baee428ae03aadb95c3035345c15e9922fe49e1f2cfc980 237316572dbc57064edac9b0db8913a5e2d45e97e19a91435ccf8adfc835b585 48e74b291446d689c7f2f8c4325e8356e974ae30c3e2977477baeaa33d141fb7 80f59351e84bfc88c87b3a4a1d25e168b9d134554f6a581378c7d2d6eca8ac09 045cc3a5e0ed86f147133f094029e3483bebc81cfde69942cf645ea20d0a2b64 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All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMSY8) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.035 def /isFixedPitch false def end readonly def /FontName /CMSY8 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 0 /minus put dup 120 /section put dup 121 /dagger put dup 122 /daggerdbl put readonly def /FontBBox{-30 -955 1185 779}readonly def /UniqueID 5000818 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bac8ced9b09a275ab231194ecf829352 05826f4e975dcecec72b2cf3a18899ccde1fd935d09d813b096cc6b83cdf4f23 b9a60db41f9976ac333263c908dcefcdbd4c8402ed00a36e7487634d089fd45a f4a38a56a4412c3b0baffaeb717bf0de9ffb7a8460bf475a6718b0c73c571145 d026957276530530a2fbefc6c8f059084178f5ab59e11b66566ca5ba42b1911a 5d7f1bf343015eece988b7a93bce0c7aa61344d48aed9c92c8698d4b7c9951c8 7d103f2414b39e1437f9d2e50c4ee5f218f2e6716926a79ea978f13b1f855345 191dd7d31d8f82c2e3343c7a5894d95bdc492c28226834efcb5c12fea36ac5cc 430e0aa604961e34888adf6c1f3954cbc2498e225d953cf5685852162346f474 5a2a7087d5d7ad486de16d2ca8e15cee26e012671ba3bdc7d95cc8c98bb774f5 08625e968aee27ff7d1a06e63bcfb5aa4876c3f8f13b30ccccee73c3caf4e70d 98e6ed2f422dbb4950bf789680e064150995941a9f4dd68a575949847a7d012b b910bf03a0fd0ff582d7bf32eef7d0676dea7d3546c46d4eb62cc5f957c41086 7b839cc408660dec5f886c9f9a58ede1634780b7da0d8f10935518e756f1f21f 1e0e2534abe0ef6e0b849566e60b6487cf6710f0a76512c9378cb10c704812ea 61e17892a21707b826882927f094499b8c6e63a1b5a4a2f8888d960439087fb9 4db5a50e446ab8cb1a4a573e4c02dbfe18ca0232da4e6f44fdd29e8a35482d10 3f61d491e2ce9d45ad9fe2dcf5dc8878505d5a2289f058b9c624a599eb9bfec3 58d6195e63328962ce9af306b577d5866a79d5d2648be37b5fd6ac2f2427df30 daf0a86ba6587ae95087a6139f7b0bfeb000ef4adae0414aafeab7c6b5d0dcaf d96cb0b7b9d3d8d265a69b08fbdb6c29a99759625d9aa613eae28a6d6c9f0722 3adce44d5d4df618702ac67f7f3747dc87bf7039e6b7727a3936bf2cadfc1699 daa557c16a7ae9c8edc1813febd09abcfe0e2cbd4e3c16359a1991fd4575772e 8e1fc581f37db415564de5c772825901b0846f9a69b90aa77633caf8113d014d 7f2a7050aeb7daf6d3e7c15f74f22d279efd23ccc2f55f46d1245f87f3b39e6f 7a0a789eb99bc224be6b58f9ee7e761c09262020823fded08d525fba71ff4e5b a207212366ce4dbcf1e4c732b3140f89fe391371819ce83ef0c27a45aec823ed 7c15f68d01c5cfc9df3f2ff8cb106f30a538fd83028957625b448efaccd96704 b73d8f7656de26b015c0c817208a7ba4bb66780ef63128e59ddb3fc07158c9ff 3537e36d29fdbf548190705d656f60cfb8c14b455bb3acf5629176ee48ec1117 60ce51dfcceacaf8022da20a62d8ec7e38b7ed6cff2eacc31bf61d98720f304e a64efd05aa0a7f2ccc12fa7c8d8e3d735f928d198fda4d3d11a3604888086d12 f2788202cc02ddbe489df475960c5ca10e7a2631721b532c6d4fd222d62aad17 6a59e92b2a0dc15a3dbf9e9b36dec64e56b281ab929fbcccd9c92bc18e35850d 93cc373c88418073937bc8cc9f5c8bdf6b09bf3fa179fd15ecf31bacfeb2673f 5af9a1a25980f28e4a1a994ea98f069a7c914a8310cd7a7bc57a16727b1252a4 711049b7e4e47d18ac8f2deb6eb53266b51d27ed7aab33870b9cd5edb52d386c 8d04923aa710ae2ba7ae53765c2f35801a787e83be48ba4e2c9dd816c5eaeb33 669164d42eb160233179650bea39d20c32b64d7c16d377306e432d584672f181 8ed3c590838fcbe4ff5bb3701bb224b6ece145ffc1c05fd84b8d7b9ceedd6210 ebfb30db3302226e123f7a397a75141d419ece8b458bed70b0ba96b864a4f4be 48278831194687c8ae87b8386ba823eafb2fb8086feb789bde23a08ef3e971b4 d0ec0c6a5304759c7d6f7750b081ca2df7c23cc1a05593983ead74f729839b03 6aa1d3a4a64a85322bc676f8ab75a87096fef6de5d39da4e5bc523c353cefc09 1ef93b1feb46539f76f088253aab37fefd64a9ba4ef1b192e62737d9c497 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMR12 %!PS-AdobeFont-1.1: CMR12 1.0 %%CreationDate: 1991 Aug 20 16:38:05 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR12) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR12 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 44 /comma put dup 49 /one put dup 50 /two put dup 57 /nine put dup 65 /A put dup 66 /B put dup 68 /D put dup 74 /J put dup 76 /L put dup 78 /N put dup 84 /T put dup 86 /V put dup 87 /W put dup 97 /a put dup 98 /b put dup 99 /c put dup 101 /e put dup 104 /h put dup 107 /k put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 114 /r put dup 115 /s put dup 116 /t put dup 117 /u put readonly def /FontBBox{-34 -251 988 750}readonly def /UniqueID 5000794 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacdd6500abda5ed9835f6a016cfc8f0 0b6c052ed76a87856b50f4d80dfaeb508c97f8281f3f88b17e4d3b90c0f65ec3 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%!PS-AdobeFont-1.1: CMMI12 1.100 %%CreationDate: 1996 Jul 27 08:57:55 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.100) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMMI12) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle -14.04 def /isFixedPitch false def end readonly def /FontName /CMMI12 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 76 /L put readonly def /FontBBox{-30 -250 1026 750}readonly def /UniqueID 5087386 def currentdict end currentfile eexec 80347982ab3942d930e069a70d0d48311d725e830d1c76fba12e12486e989c98 74c2b527f0925722787027f44470d484262c360cdfdddf3657533a57bb16f730 48bfbbfcb73a650484015441fdc837add94ac8fbd2022e3ec8f115d4b4bb7b7f 15388f22cc6198efe768bd9fceb3446ee4a8dc27d6cd152485384ef5f59381ff da43f2d20c8fb08aa27ab2015b774db10dacfdcd33e60f178c461553146ab427 bdd7da12534ba078ad3d780414930e72218b3075925ce1192f11fc8530fcd5e3 038e3a6a6db2dcfbae3b4653e7e02730314e02b54a1e296d2bef8a79411d9225 dad7b4e6d6f9cf0688b69ba21193bf1495807e7bcb09b7064e91fa0ded228e42 09aae407a7aaca60b1076299ac4abd23ef02f108765f0e3d91f92f3afbfded37 2fcf6e4b1416901517da8f2fb3c9fe7a87bcbe6fd36cd5b5823fdb74229036a6 3c3346a1093e6b1036902c1bf42fc317c80abf04020a47b344c36de42f05c490 a0ff44ab6d5249e9f552a8707bb7661e242644814001c8430ebd5e5f0b944ceb 666ee64359d663e355b2f17093a964139d17287f6ca6a024767eba4fe4873855 babe2f07b91560f68300b06dfe27264c163195d446980c35bca0b48f7806626a e72636593a05ba403ce1c0f8b2cea3ecd586e90ac17d034ba4af708304f23131 3459fbbbfb97d4834d0395754ab3f22d6495d2144087d448616fa1ce27bc50d3 46543287e3860d99b433624119bb9920a2113604c0e260fd275ba55e0fd19c83 e19addc3baa1f32f6b7284038845ccee71a3311ddb17b84975f7a984bed7c6ec 2a06e5b335a763d081c6273f86a46632fd9141a27902074fc860df3a2eb59b89 774c767022dbb577e30da128bd7706a43af886d0c256b50fa968ef06776aac0b a5387e9011eb2334c1f42c090f06a1125c207ea6324e87f46414050d88070346 7b9a6e4d2045feac295d15ca55b900da594770ed9843365bbc81bff2190b731b 8790385f7c313b4f64683aededa87b8c04da713754a05b7ad08b814b94b7be0a 5f20abfa50f767a51aa084b330955da5231cf6660a76c929e56afc63797a999f 757018dd00ca061ace2eae761c8e56838535e4f0dde8afaf899c418727ddfd13 eaf2262f80d0e55d748a8911d5e9446dd6e2e7bb4ee3576c5b983992348fe739 6c847a7f4f1798247f31f2e842c4ccfddc5199c45ea0a819af743762f53ede6d 0cd4bbbc5a3b160ba38dd678339efc04c946fd900b21b0a18cdac4c1aabf2f06 4ebea4ba62ec5738bca50bd4210fe1ee0ae0a21152723c7cd96402f22b054e6c 6d07d21e112d45f9cdabb6003866f42d1d5735f8b26ae42e8515f12146129df3 d394943a164c79f8547d3e87d38b69cb38f753a3b2199075bbfefcb70dac4536 e68501cd008b165bf9acc1a8e6258392b5ddcc46f1ea3b7001253d639b605f8e 3c57d5dfee4c10d03fc5856f5aca2c846fbed1365a1159bd5ec4a03aa2e437e9 cd0dfc1e2fb637c9cd4c4113a8e087f2c7ebcc72c4fa34f1af5e0e4dd99aadbf 4ea34bb8b8945be536121d7173908109e9d7872ab86b2035fd748f176a2a421a 3b080e3bf9653fb06fcbfd1fdf12789a54a400f6f75b1a40c7da 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 0000000000000000000000000000000000000000000000000000000000000000 cleartomark X %%EndFont %%BeginFont: CMR17 %!PS-AdobeFont-1.1: CMR17 1.0 %%CreationDate: 1991 Aug 20 16:38:24 X % Copyright (C) 1997 American Mathematical Society. All Rights Reserved. X 11 dict begin /FontInfo 7 dict dup begin /version (1.0) readonly def /Notice (Copyright (C) 1997 American Mathematical Society. All Rights Reserved) readonly def /FullName (CMR17) readonly def /FamilyName (Computer Modern) readonly def /Weight (Medium) readonly def /ItalicAngle 0 def /isFixedPitch false def end readonly def /FontName /CMR17 def /PaintType 0 def /FontType 1 def /FontMatrix [0.001 0 0 0.001 0 0] readonly def /Encoding 256 array 0 1 255 {1 index exch /.notdef put} for dup 50 /two put dup 58 /colon put dup 65 /A put dup 76 /L put dup 97 /a put dup 98 /b put dup 99 /c put dup 101 /e put dup 103 /g put dup 104 /h put dup 105 /i put dup 108 /l put dup 109 /m put dup 110 /n put dup 111 /o put dup 112 /p put dup 114 /r put dup 115 /s put dup 116 /t put dup 118 /v put dup 119 /w put dup 121 /y put readonly def /FontBBox{-33 -250 945 749}readonly def /UniqueID 5000795 def currentdict end currentfile eexec 9b9c1569015f2c1d2bf560f4c0d52257bacdd6500abda5ed9835f6a016cfc8f0 0b6c052ed76a87856b50f4d80dfaeb508c97f8281f3f88b17e4d3b90c0f65ec3 79791aacdc162a66cbbc5be2f53aad8de72dd113b55a022fbfee658cb95f5bb3 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(general)g(b)s(eha)m(vior)g(of)g(this)g(function)g(and)f(for)h(the)g (in)m(terpre-)225 4219 y(tation)k(of)37 b Fd(object)p Fn(.)p 131 4462 V 211 4586 a Fd(fitted.l1celist)344 b Fe(Use)32 b(`\014tte)-5 b(d\(\)')34 b(on)f(a)g(`l1c)-5 b(elist')34 b(obje)-5 b(ct)326 b Fd(fitted.l1celist)p 131 4654 V 225 4803 a(fitted.l1celist\(object,)41 b(...\))75 5097 y Fq(Description)225 5325 y Fn(This)34 b(is)h(a)g(metho)s(d)f(for) g(the)h(function)f Fd(fitted\(\))f Fn(for)h(ob)5 b(jects)36 b(inheriting)e(from)h(class)g Fd(l1celist)p Fn(.)225 5438 y(See)44 b Fd(fitted)f Fn(or)h Fd(fitted.default)c Fn(for)j(the)i(general)g(b)s(eha)m(vior)f(of)g(this)g(function)g(and)f (for)h(the)225 5551 y(in)m(terpretation)32 b(of)37 b Fd(object)p Fn(.)1867 5841 y(14)p eop %%Page: 15 16 15 15 bop 131 467 3564 4 v 211 591 a Fd(gcv)1272 600 y Fe(Gener)-5 b(alise)g(d)34 b(cr)-5 b(oss-validation)36 b(sc)-5 b(or)g(e)3501 591 y Fd(gcv)p 131 659 V 225 806 a(gcv\(...\))75 1097 y Fq(Argumen)m(ts)225 1325 y Fd(...)501 b Fn(Fitted)32 b(mo)s(del)e(ob)5 b(ject)31 b(of)g(class)g Fd(l1ce)e Fn(or)i Fd(l1celist)p Fn(.)75 1615 y Fq(Description)225 1844 y Fn(Extracts)g(the)g(generalised)g(cross-v)-5 b(alidation)32 b(score\(s\))g(from)e(\014tted)g(mo)s(del)g(ob)5 b(jects.)75 2134 y Fq(Details)225 2363 y Fn(See)31 b(do)s(cumen)m(tation.)75 2653 y Fq(V)-9 b(alue)225 2881 y Fn(A)24 b(v)m(ector)i(\(or)e(matrix\)) h(with)f(the)g(b)s(ound\(s\))f(\(relativ)m(e)j([if)f(used])e(and)h (absolute\),)i(the)e(Lagrangian\(s\))225 2994 y(and)30 b(the)g(generalised)i(cross-v)-5 b(alidation)32 b(score\(s\))g(for)e (the)g(\014tted)h(mo)s(del\(s\).)75 3285 y Fq(Side)k(E\013ects)225 3513 y Fn(None)p 131 3741 V 211 3865 a Fd(gcv.l1ce)765 b Fe(Use)32 b(`gcv\(\)')g(on)h(a)g(`l1c)-5 b(e')33 b(obje)-5 b(ct.)736 b Fd(gcv.l1ce)p 131 3934 V 225 4080 a(gcv\(object,)45 b(type)h(=)i(c\("OPT",)d("Tibshirani"\),)f(gen.inverse.diag)g(=)j(0\)) 75 4371 y Fq(Argumen)m(ts)225 4599 y Fd(object)357 b Fn(a)31 b Fd(l1ce)e Fn(ob)5 b(ject)225 4769 y Fd(type)453 b Fn(whether)32 b(to)h(use)e(the)h(co)m(v)-5 b(ariance)35 b(form)m(ula)d(of)g(Osb)s(orne,)f(Presnell)h(and)g(T)-8 b(urlac)m(h)870 4882 y(or)31 b(the)f(form)m(ula)h(of)g(Tibshirani)225 5002 y Fd(gen.inverse.diag)870 5123 y Fn(if)43 b(Tibshirani's)e(form)m (ula)h(for)g(the)g(co)m(v)-5 b(ariance)45 b(matrix)d(is)h(used,)h(this) e(v)-5 b(alue)43 b(is)870 5236 y(used)30 b(for)h(the)g(diagonal)h (elemen)m(ts)g(of)f(the)g(generalised)h(in)m(v)m(erse)g(that)f(app)s (ears)f(in)870 5349 y(the)38 b(form)m(ula)f(that)g(corresp)s(onds)f(to) h(parameters)g(estimated)i(to)e(b)s(e)f(zero.)61 b(The)870 5462 y(default)37 b(is)f(0,)i(i.e.)58 b(use)36 b(the)g(Mo)s(ore-P)m (enrose)i(in)m(v)m(erse.)58 b(Tibshirani's)35 b(co)s(de)h(uses)870 5575 y(gen.in)m(v)m(erse.diag=1e11.)1867 5841 y(15)p eop %%Page: 16 17 16 16 bop 75 399 a Fq(Description)225 627 y Fn(This)32 b(is)h(a)h(metho)s(d)e(for)h(the)g(function)g Fd(gcv\(\))e Fn(for)i(ob)5 b(jects)34 b(inheriting)f(from)f(class)i Fd(l1ce)p Fn(.)48 b(See)33 b Fd(gcv)225 739 y Fn(for)d(the)h(general)g (b)s(eha)m(vior)g(of)f(this)g(function.)75 1035 y Fq(Details)225 1263 y Fn(See)h(do)s(cumen)m(tation.)75 1558 y Fq(Side)k(E\013ects)225 1787 y Fn(None)p 131 2042 3564 4 v 211 2166 a Fd(gcv.l1celist)513 b Fe(Use)32 b(`gcv\(\)')h(on)g(a)g(`l1c)-5 b(elist')33 b(obje)-5 b(ct.)486 b Fd(gcv.l1celist)p 131 2234 V 225 2386 a(gcv\(object,)45 b(type)h(=)i(c\("OPT",)d("Tibshirani"\),)f (gen.inverse.diag)g(=)j(0\))75 2682 y Fq(Argumen)m(ts)225 2910 y Fd(object)357 b Fn(a)31 b Fd(l1celist)d Fn(ob)5 b(ject)225 3079 y Fd(type)453 b Fn(whether)32 b(to)h(use)e(the)h(co)m (v)-5 b(ariance)35 b(form)m(ula)d(of)g(Osb)s(orne,)f(Presnell)h(and)g (T)-8 b(urlac)m(h)870 3192 y(or)31 b(the)f(form)m(ula)h(of)g (Tibshirani)225 3312 y Fd(gen.inverse.diag)870 3433 y Fn(if)43 b(Tibshirani's)e(form)m(ula)h(for)g(the)g(co)m(v)-5 b(ariance)45 b(matrix)d(is)h(used,)h(this)e(v)-5 b(alue)43 b(is)870 3546 y(used)30 b(for)h(the)g(diagonal)h(elemen)m(ts)g(of)f (the)g(generalised)h(in)m(v)m(erse)g(that)f(app)s(ears)f(in)870 3659 y(the)38 b(form)m(ula)f(that)g(corresp)s(onds)f(to)h(parameters)g (estimated)i(to)e(b)s(e)f(zero.)61 b(The)870 3772 y(default)37 b(is)f(0,)i(i.e.)58 b(use)36 b(the)g(Mo)s(ore-P)m(enrose)i(in)m(v)m (erse.)58 b(Tibshirani's)35 b(co)s(de)h(uses)870 3885 y(gen.in)m(v)m(erse.diag=1e11.)75 4181 y Fq(Description)225 4409 y Fn(This)31 b(is)h(a)h(metho)s(d)e(for)h(the)g(function)g Fd(gcv\(\))f Fn(for)h(ob)5 b(jects)33 b(inheriting)f(from)f(class)i Fd(l1celist)p Fn(.)44 b(See)225 4522 y Fd(gcv)29 b Fn(for)i(the)f (general)i(b)s(eha)m(vior)e(of)h(this)f(function.)75 4817 y Fq(Details)225 5045 y Fn(See)h(do)s(cumen)m(tation.)75 5341 y Fq(Side)k(E\013ects)225 5569 y Fn(None)1867 5841 y(16)p eop %%Page: 17 18 17 17 bop 131 467 3564 4 v 211 591 a Fd(gl1ce)862 534 y Fe(Fit)33 b(a)g(gener)-5 b(alize)g(d)34 b(r)-5 b(e)g(gr)g(ession)34 b(pr)-5 b(oblem)35 b(while)e(imp)-5 b(osing)34 b(an)1302 647 y(L1)f(c)-5 b(onstr)g(aint)35 b(on)f(the)f(p)-5 b(ar)g(ameters)3406 591 y Fd(gl1ce)p 131 668 V 225 821 a(gl1ce\(formula,)44 b(data=sys.parent\(\),)f(weights,)i(subset,)h(na.action,)225 934 y(family=gaussian,)d(control=glm.control\(...\),)e(sweep.out=)k(~)j (1,)f(x=F,)g(y=T,)225 1047 y(contrasts=NULL,)d(standardize=T,)g (guess.constrained.coeff)o(ici)o(ents)o(=dou)o(ble)o(\(p\),)225 1160 y(bound=0.5,)h(...\))75 1456 y Fq(Argumen)m(ts)225 1684 y Fd(formula)309 b Fn(a)30 b(form)m(ula)g(ob)5 b(ject,)30 b(with)f(the)h(resp)s(onse)e(on)i(the)f(left)h(hand)e(side)i(of)f(a)h (~)14 b(op)s(erator,)870 1797 y(and)30 b(the)h(terms,)f(separated)h(b)m (y)f(a)h Fd(+)f Fn(op)s(erator,)h(on)f(the)h(righ)m(t)g(hand)e(side.) 225 1967 y Fd(data)453 b Fn(a)33 b Fd(data.frame)d Fn(in)j(whic)m(h)f (to)h(in)m(terpret)g(the)g(v)-5 b(ariables)33 b(named)f(in)h(the)f (form)m(ula,)870 2079 y(the)26 b Fd(weights)p Fn(,)e(the)h Fd(subset)f Fn(and)g(the)h Fd(sweep.out)e Fn(argumen)m(t.)39 b(If)25 b(this)g(is)g(missing,)870 2192 y(then)31 b(the)f(v)-5 b(ariables)31 b(in)f(the)h(form)m(ula)f(should)g(b)s(e)f(on)i(the)f (searc)m(h)h(list.)225 2362 y Fd(weights)309 b Fn(v)m(ector)24 b(of)e(observ)-5 b(ation)23 b(w)m(eigh)m(ts.)40 b(The)21 b(length)i(of)29 b Fd(weights)20 b Fn(m)m(ust)i(b)s(e)g(the)g(same)h (as)870 2475 y(the)32 b(n)m(um)m(b)s(er)e(of)h(observ)-5 b(ations.)43 b(The)31 b(w)m(eigh)m(ts)h(m)m(ust)f(b)s(e)g(strictly)h(p) s(ositiv)m(e,)h(since)870 2588 y(zero)f(w)m(eigh)m(ts)f(are)g(am)m (biguous,)g(compared)f(to)h(use)f(of)h(the)g Fd(subset)d Fn(argumen)m(t.)225 2757 y Fd(subset)357 b Fn(expression)30 b(sa)m(ying)h(whic)m(h)e(subset)g(of)h(the)g(ro)m(ws)f(of)h(the)g(data) h(should)d(b)s(e)h(used)g(in)870 2870 y(the)36 b(\014t.)54 b(This)34 b(can)h(b)s(e)f(a)h(logical)j(v)m(ector)e(\(whic)m(h)f(is)g (replicated)h(to)f(ha)m(v)m(e)i(length)870 2983 y(equal)22 b(to)f(the)h(n)m(um)m(b)s(er)d(of)i(observ)-5 b(ations\),)24 b(or)d(a)g(n)m(umeric)g(v)m(ector)h(indicating)g(whic)m(h)870 3096 y(observ)-5 b(ation)31 b(n)m(um)m(b)s(ers)d(are)i(to)h(b)s(e)e (included,)g(or)h(a)g(c)m(haracter)i(v)m(ector)f(of)f(the)g(ro)m(w)870 3209 y(names)h(to)g(b)s(e)f(included.)40 b(All)31 b(observ)-5 b(ations)31 b(are)f(included)g(b)m(y)g(default.)225 3378 y Fd(na.action)213 b Fn(This)28 b(is)h(applied)g(to)g(the)g Fd(model.frame)d Fn(after)j(an)m(y)h Fd(subset)d Fn(argumen)m(t)i(has)g (b)s(een)870 3491 y(used.)69 b(The)39 b(default)h(\(with)g Fd(na.fail)p Fn(\))f(is)h(to)g(create)i(an)d(error)h(if)g(an)m(y)g (missing)870 3604 y(v)-5 b(alues)30 b(are)h(found.)39 b(A)30 b(p)s(ossible)f(alternativ)m(e)j(is)e Fd(na.omit)p Fn(,)e(whic)m(h)h(deletes)i(obser-)870 3717 y(v)-5 b(ations)32 b(that)f(con)m(tain)g(one)g(or)f(more)h(missing)f(v)-5 b(alues.)225 3886 y Fd(family)357 b Fn(a)48 b(family)h(ob)5 b(ject)48 b(-)g(a)g(list)g(of)g(functions)f(and)g(expressions)h(for)f (de\014ning)g(the)870 3999 y(link)40 b(and)f(v)-5 b(ariance)41 b(functions,)h(initialization)h(and)c(iterativ)m(e)j(w)m(eigh)m(ts.)70 b(F)-8 b(ami-)870 4112 y(lies)32 b(supp)s(orted)e(are)i(gaussian,)g (binomial,)g(p)s(oisson,)f(Gamma,)h(in)m(v)m(erse.gaussian)870 4225 y(and)i(quasi.)52 b(F)-8 b(unctions)34 b(lik)m(e)i(binomial)e(pro) s(duce)f(a)h(family)h(ob)5 b(ject,)36 b(but)d(can)i(b)s(e)870 4338 y(giv)m(en)e(without)f(the)g(paren)m(theses.)46 b(F)-8 b(amily)33 b(functions)e(can)h(tak)m(e)i(argumen)m(ts,)f(as)870 4451 y(in)e(binomial\(link=probit\).)225 4620 y Fd(control)309 b Fn(a)41 b(list)g(of)g(iteration)g(and)f(algorithmic)i(constan)m(ts.) 72 b(See)40 b(glm.con)m(trol)j(for)d(their)870 4733 y(names)c(and)f (default)h(v)-5 b(alues.)56 b(These)36 b(can)f(also)i(b)s(e)e(set)h(as) g(argumen)m(ts)g(to)g(gl1ce)870 4846 y(itself.)225 5015 y Fd(sweep.out)213 b Fn(a)31 b(form)m(ula)e(ob)5 b(ject,)31 b(v)-5 b(ariables)31 b(whose)e(parameters)h(are)g(not)g(put)f(under)f (the)i(con-)870 5128 y(strain)m(t)36 b(are)g(sw)m(ept)f(out)h(\014rst.) 54 b(The)35 b(v)-5 b(ariables)36 b(should)e(app)s(ear)h(on)g(the)g (righ)m(t)h(of)870 5241 y(a)42 b(~)27 b(op)s(erator)42 b(and)e(b)s(e)h(separated)h(b)m(y)h Fd(+)e Fn(op)s(erators.)74 b(Default)42 b(is)g(~)-15 b Fd(1)p Fn(,)44 b(i.e.)75 b(the)870 5354 y(constan)m(t)27 b(term)f(is)g(not)g(under)e(the)i (constrain)m(t.)40 b(If)26 b(this)f(parameter)i(is)e Fd(NULL)p Fn(,)g(then)870 5467 y(all)32 b(parameters)e(are)h(put)f (under)f(the)h(constrain)m(t.)1867 5841 y(17)p eop %%Page: 18 19 18 18 bop 225 399 a Fd(x)597 b Fn(logical)33 b(\015ag:)41 b(if)d Fd(TRUE)p Fn(,)29 b(the)i(mo)s(del)f(matrix)h(is)f(returned)f (in)h(comp)s(onen)m(t)h Fd(x)p Fn(.)225 568 y Fd(y)597 b Fn(logical)33 b(\015ag:)41 b(if)d Fd(TRUE)p Fn(,)29 b(the)i(resp)s(onse)e(is)i(returned)e(in)h(comp)s(onen)m(t)h Fd(y)p Fn(.)225 737 y Fd(contrasts)213 b Fn(a)45 b(list)g(giving)g(con) m(trasts)g(for)f(some)g(or)h(all)g(of)f(the)g(factors)h(app)s(earing)f (in)g(the)870 850 y(mo)s(del)35 b(form)m(ula.)55 b(The)34 b(elemen)m(ts)i(of)g(the)f(list)g(should)f(ha)m(v)m(e)i(the)f(same)h (name)f(as)870 963 y(the)28 b(v)-5 b(ariable)28 b(and)f(should)f(b)s(e) h(either)h(a)g(con)m(trast)h(matrix)e(\(sp)s(eci\014cally)-8 b(,)30 b(an)m(y)e(full-)870 1076 y(rank)k(matrix)g(with)g(as)g(man)m(y) g(ro)m(ws)g(as)g(there)g(are)g(lev)m(els)i(in)d(the)h(factor\),)i(or)e (else)870 1189 y(a)f(function)f(to)h(compute)g(suc)m(h)f(a)h(matrix)g (giv)m(en)g(the)g(n)m(um)m(b)s(er)e(of)h(lev)m(els.)225 1358 y Fd(standardize)117 b Fn(logical)40 b(\015ag:)54 b(if)44 b Fd(TRUE)p Fn(,)36 b(then)g(the)h(columns)g(of)g(the)g(mo)s (del)g(matrix)g(that)g(corre-)870 1471 y(sp)s(ond)c(to)j(parameters)f (that)g(are)g(constrained)g(are)g(standardized)f(to)i(ha)m(v)m(e)g(em-) 870 1584 y(pirical)k(v)-5 b(ariance)40 b(one.)66 b(The)39 b(standardization)h(is)e(done)h(after)h(taking)f(p)s(ossible)870 1697 y(w)m(eigh)m(ts)34 b(in)m(to)f(accoun)m(t)g(and)f(after)g(sw)m (eeping)h(out)f(v)-5 b(ariables)33 b(whose)f(parameters)870 1810 y(are)f(not)g(constrained.)225 1930 y Fd(guess.constrained.coeffi) o(cien)o(ts)870 2051 y Fn(initial)h(guess)e(for)h(the)f(parameters)h (that)g(are)g(constrained.)225 2221 y Fd(bound)405 b Fn(n)m(umeric,)29 b(either)g(a)g(single)g(n)m(um)m(b)s(er)e(or)h(a)h(v) m(ector:)41 b(the)29 b(constrain)m(t\(s\))h(that)f(is/are)870 2334 y(put)h(on)m(to)i(the)e(L1)h(norm)e(of)i(the)g(parameters.)75 2630 y Fq(Description)225 2858 y Fn(Returns)26 b(an)i(ob)5 b(ject)28 b(of)g(class)g Fd(gl1ce)e Fn(that)i(represen)m(ts)f(a)h (\014t)f(of)h(a)f(generealized)j(linear)e(mo)s(del)f(while)225 2971 y(imp)s(osing)j(an)g(L1)h(constrain)m(t)g(on)f(the)h(parameters.) 75 3268 y Fq(V)-9 b(alue)225 3496 y Fn(an)30 b(ob)5 b(ject)32 b(of)e(class)h Fd(gl1ce)e Fn(is)i(returned.)39 b(See)31 b Fd(gl1ce.object)c Fn(for)j(details.)75 3792 y Fq(Side)35 b(E\013ects)225 4021 y Fn(None)p 131 4283 3564 4 v 211 4407 a Fd(gl1ce.object)95 b Fe(Gener)-5 b(alize)g(d)35 b(L1)e(Constr)-5 b(aine)g(d)35 b(Estimation)f(Mo)-5 b(del)33 b(Obje)-5 b(ct)76 b Fd(gl1ce.object)p 131 4475 V 75 4730 a Fq(Description)225 4958 y 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b(that)f(are)h(under)d(the)j (constrain)m(t)g(\(after)225 4572 y(taking)36 b(w)m(eigh)m(ts,)h(sw)m (eep-out)f(v)-5 b(ariables)35 b(and)f(standardization)i(in)m(to)f (accoun)m(t\))i(with)d(the)h(residual)225 4685 y(v)m(ector.)225 4854 y(constrained.co)s(e\016cien)m(ts)28 b(the)f(co)s(e\016cien)m(ts)g (on)f(the)h(scale)g(on)f(whic)m(h)g(they)g(are)g(constrained.)40 b(Useful)225 4967 y(as)31 b(initial)g(v)-5 b(alue)31 b(for)f(further)f(\014ts.)225 5136 y(sw)m(eep.out)37 b(information)f(on)f(the)h(v)-5 b(ariables)37 b(that)f(are)g(not)g (under)e(the)i(constrain)m(t)h(and)f(on)f(whic)m(h)225 5249 y(the)25 b(other)g(v)-5 b(ariables)26 b(and)f(the)g(resp)s(onse)f (is)h(pro)5 b(jected)25 b(\014rst.)38 b(Optional,)27 b(not)e(presen)m(t)g(if)32 b Fd(sweep.out)225 5362 y(=)47 b(NULL)p Fn(.)1867 5841 y(19)p eop %%Page: 20 21 20 20 bop 225 399 a Fn(assign)31 b(the)g(list)h(of)f(assignmen)m(ts)g (of)g(co)s(e\016cien)m(ts)i(\(and)d(e\013ects\))j(to)e(the)g(terms)g (in)g(the)g(mo)s(del.)41 b(The)225 511 y(names)35 b(of)g(this)f(list)i (are)f(the)g(names)g(of)g(the)g(terms.)54 b(The)34 b Fd(i)p Fn(th)h(elemen)m(t)h(of)f(the)g(list)g(is)g(the)g(v)m(ector)225 624 y(sa)m(ying)d(whic)m(h)e(co)s(e\016cien)m(ts)j(corresp)s(ond)c(to)j (the)f Fd(i)p Fn(th)f(term.)42 b(It)31 b(ma)m(y)g(b)s(e)f(of)h(length)h (0)f(if)f(there)h(w)m(ere)225 737 y(no)f(estimable)i(e\013ects)g(for)e (the)g(term.)41 b(See)31 b(also)g Fd(R.assign)d Fn(b)s(elo)m(w.)225 907 y(terms)k(an)f(ob)5 b(ject)33 b(of)f(mo)s(de)f Fd(expression)e Fn(and)i(class)i Fd(term)d Fn(summarizing)i(the)f(form)m(ula.)45 b(Used)32 b(b)m(y)225 1020 y(v)-5 b(arious)30 b(metho)s(ds,)g(but)g(t)m (ypically)i(not)f(of)f(direct)h(relev)-5 b(ance)32 b(to)f(users.)225 1189 y(call)e(an)e(image)i(of)e(the)h(call)h(that)f(pro)s(duced)d(the)j (ob)5 b(ject,)29 b(but)e(with)g(the)h(argumen)m(ts)f(all)i(named)e(and) 225 1302 y(with)j(the)h(actual)g(form)m(ula)g(included)f(as)g(the)h (form)m(ula)f(argumen)m(t.)225 1471 y(con)m(trasts)43 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b Fd(y=T)p Fn(.)75 2671 y Fq(See)d(Also)225 2899 y Fd(gl1ce)p Fn(,)29 b Fd(coefficients)p Fn(.)p 131 3161 3564 4 v 211 3285 a Fd(is.formula)757 b Fe(T)-7 b(ests)33 b(for)g(formula)h(obje)-5 b(cts)737 b Fd(is.formula)p 131 3354 V 225 3507 a(is.formula\(x\))75 3803 y Fq(Description)225 4031 y Fd(is.formula)28 b Fn(returns)h Fd(TRUE)g Fn(if)37 b Fd(x)30 b Fn(is)h(an)f(ob)5 b(ject)31 b(of)g(class)g Fd("formula")p Fn(,)d(and)i Fd(FALSE)f Fn(otherwise.)p 131 4294 V 211 4418 a Fd(l1ce)1024 4361 y Fe(Fit)k(a)g(r)-5 b(e)g(gr)g(ession)35 b(pr)-5 b(oblem)34 b(while)g(imp)-5 b(osing)34 b(an)f(L1)1370 4474 y(c)-5 b(onstr)g(aint)35 b(on)f(the)f(p)-5 b(ar)g(ameters)3453 4418 y Fd(l1ce)p 131 4495 V 225 4648 a(l1ce\(formula,)44 b(data=sys.parent\(\),)f(weights,)j(subset,)f(na.action,)464 4761 y(sweep.out=)g(~)i(1,)g(x=F,)g(y=F,)g(contrasts=NULL,)c (standardize=T,)464 4874 y(trace=F,)i(guess.constrained.coeffic)o(ient) o(s=d)o(oubl)o(e\(p\))o(,)464 4987 y(bound=0.5,)g(absolute.t=F,)f (...\))1867 5841 y Fn(20)p eop %%Page: 21 22 21 21 bop 75 399 a Fq(Argumen)m(ts)225 627 y Fd(formula)309 b Fn(a)35 b(form)m(ula)g(ob)5 b(ject,)37 b(with)e(the)f(resp)s(onse)g (on)h(the)f(left)i(of)f(a)g(~)19 b(op)s(erator,)37 b(and)d(the)870 739 y(terms,)d(separated)g(b)m(y)g Fd(+)f Fn(op)s(erators,)h(on)f(the)h (righ)m(t.)225 909 y Fd(data)453 b Fn(a)33 b Fd(data.frame)d Fn(in)j(whic)m(h)f(to)h(in)m(terpret)g(the)g(v)-5 b(ariables)33 b(named)f(in)h(the)f(form)m(ula,)870 1022 y(the)26 b Fd(weights)p Fn(,)e(the)h Fd(subset)f Fn(and)g(the)h Fd(sweep.out)e Fn(argumen)m(t.)39 b(If)25 b(this)g(is)g(missing,)870 1135 y(then)31 b(the)f(v)-5 b(ariables)31 b(in)f(the)h(form)m(ula)f (should)g(b)s(e)f(on)i(the)f(searc)m(h)h(list.)225 1304 y Fd(weights)309 b Fn(v)m(ector)34 b(of)e(observ)-5 b(ation)32 b(w)m(eigh)m(ts.)47 b(The)31 b(length)h(of)39 b Fd(weights)30 b Fn(m)m(ust)h(b)s(e)h(the)g(same)870 1417 y(as)h(the)f(n)m(um)m(b)s (er)e(of)j(observ)-5 b(ations.)46 b(The)31 b(w)m(eigh)m(ts)i(m)m(ust)f (b)s(e)f(nonnegativ)m(e)j(and)d(it)870 1530 y(is)26 b(strongly)g (recommended)f(that)i(they)f(b)s(e)f(strictly)h(p)s(ositiv)m(e,)i (since)e(zero)h(w)m(eigh)m(ts)870 1643 y(are)k(am)m(biguous,)g (compared)f(to)i(use)e(of)g(the)h Fd(subset)d Fn(argumen)m(t.)225 1812 y Fd(subset)357 b Fn(expression)30 b(sa)m(ying)h(whic)m(h)e (subset)g(of)h(the)g(ro)m(ws)f(of)h(the)g(data)h(should)d(b)s(e)h(used) g(in)870 1925 y(the)36 b(\014t.)54 b(This)34 b(can)h(b)s(e)f(a)h (logical)j(v)m(ector)e(\(whic)m(h)f(is)g(replicated)h(to)f(ha)m(v)m(e)i (length)870 2038 y(equal)22 b(to)f(the)h(n)m(um)m(b)s(er)d(of)i(observ) -5 b(ations\),)24 b(or)d(a)g(n)m(umeric)g(v)m(ector)h(indicating)g (whic)m(h)870 2151 y(observ)-5 b(ation)31 b(n)m(um)m(b)s(ers)d(are)i (to)h(b)s(e)e(included,)g(or)h(a)g(c)m(haracter)i(v)m(ector)f(of)f(the) g(ro)m(w)870 2264 y(names)h(to)g(b)s(e)f(included.)40 b(All)31 b(observ)-5 b(ations)31 b(are)f(included)g(b)m(y)g(default.) 225 2433 y Fd(na.action)213 b Fn(a)25 b(function)f(to)g(\014lter)g (missing)g(data.)39 b(This)24 b(is)g(applied)g(to)g(the)g Fd(model.frame)d Fn(after)870 2546 y(an)m(y)37 b Fd(subset)c Fn(argumen)m(t)i(has)f(b)s(een)g(used.)53 b(The)35 b(default)g(\(with)f Fd(na.fail)p Fn(\))f(is)i(to)870 2659 y(create)40 b(an)f(error)f(if)g (an)m(y)h(missing)g(v)-5 b(alues)38 b(are)h(found.)64 b(A)38 b(p)s(ossible)h(alternativ)m(e)870 2772 y(is)31 b Fd(na.omit)p Fn(,)e(whic)m(h)i(deletes)h(observ)-5 b(ations)31 b(that)g(con)m(tain)h(one)f(or)g(more)g(missing)870 2885 y(v)-5 b(alues.)225 3054 y Fd(sweep.out)213 b Fn(a)31 b(form)m(ula)e(ob)5 b(ject,)31 b(v)-5 b(ariables)31 b(whose)e (parameters)h(are)g(not)g(put)f(under)f(the)i(con-)870 3167 y(strain)m(t)36 b(are)g(sw)m(ept)f(out)h(\014rst.)54 b(The)35 b(v)-5 b(ariables)36 b(should)e(app)s(ear)h(on)g(the)g(righ)m (t)h(of)870 3280 y(a)42 b(~)27 b(op)s(erator)42 b(and)e(b)s(e)h (separated)h(b)m(y)h Fd(+)e Fn(op)s(erators.)74 b(Default)42 b(is)g(~)-15 b Fd(1)p Fn(,)44 b(i.e.)75 b(the)870 3393 y(constan)m(t)27 b(term)f(is)g(not)g(under)e(the)i(constrain)m(t.)40 b(If)26 b(this)f(parameter)i(is)e Fd(NULL)p Fn(,)g(then)870 3506 y(all)32 b(parameters)e(are)h(put)f(under)f(the)h(constrain)m(t.) 225 3675 y Fd(x)597 b Fn(logical)33 b(\015ag:)41 b(if)d Fd(TRUE)p Fn(,)29 b(the)i(mo)s(del)f(matrix)h(is)f(returned)f(in)h (comp)s(onen)m(t)h Fd(x)p Fn(.)225 3845 y Fd(y)597 b Fn(logical)33 b(\015ag:)41 b(if)d Fd(TRUE)p Fn(,)29 b(the)i(resp)s (onse)e(is)i(returned)e(in)h(comp)s(onen)m(t)h Fd(y)p Fn(.)225 4014 y Fd(contrasts)213 b Fn(a)45 b(list)g(giving)g(con)m (trasts)g(for)f(some)g(or)h(all)g(of)f(the)g(factors)h(app)s(earing)f (in)g(the)870 4127 y(mo)s(del)35 b(form)m(ula.)55 b(The)34 b(elemen)m(ts)i(of)g(the)f(list)g(should)f(ha)m(v)m(e)i(the)f(same)h (name)f(as)870 4240 y(the)28 b(v)-5 b(ariable)28 b(and)f(should)f(b)s (e)h(either)h(a)g(con)m(trast)h(matrix)e(\(sp)s(eci\014cally)-8 b(,)30 b(an)m(y)e(full-)870 4353 y(rank)k(matrix)g(with)g(as)g(man)m(y) 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Fd(guess.constrained.coeffi)o(cien)o(ts)870 484 y Fn(initial)32 b(guess)e(for)h(the)f(parameters)h(that)g(are)g (constrained.)225 653 y Fd(bound)405 b Fn(n)m(umeric,)29 b(either)g(a)g(single)g(n)m(um)m(b)s(er)e(or)h(a)h(v)m(ector:)41 b(the)29 b(constrain)m(t\(s\))h(that)f(is/are)870 766 y(put)h(on)m(to)i(the)e(L1)h(norm)e(of)i(the)g(parameters.)225 936 y Fd(absolute.t)165 b Fn(logical)37 b(\015ag:)48 b(if)41 b Fd(TRUE)p Fn(,)33 b(then)h Fd(bound)e Fn(is)i(an)g(absolute)h (b)s(ound)c(and)j(all)h(en)m(tries)f(in)870 1048 y Fd(bound)k Fn(can)h(b)s(e)f(an)m(y)h(p)s(ositiv)m(e)h(n)m(um)m(b)s(er.)64 b(If)46 b Fd(FALSE)p Fn(,)37 b(then)i Fd(bound)e Fn(is)i(a)g(relativ)m (e)870 1161 y(b)s(ound)29 b(and)h(all)h(en)m(tries)g(m)m(ust)f(b)s(e)g (b)s(et)m(w)m(een)h(0)g(and)e(1.)75 1458 y Fq(Description)225 1686 y Fn(Returns)k(an)h(ob)5 b(ject)35 b(of)f(class)g Fd("l1ce")e Fn(or)i Fd("licelist")d Fn(that)k(represen)m(ts)f (\014t\(s\))g(of)g(linear)g(mo)s(dels)225 1799 y(while)c(imp)s(osing)g 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b(Series)g(B)39 b Fq(58)p Fn(\(1\),)33 b(267-288.)75 4178 y Fq(Examples)225 4392 y Fa(l1ce\(Yield)39 b(~)44 b(.,)e(Iowa,)g(bound)f(=)j(10,)e(trace)f(=)j (trace,)d(absolute.t=T\))225 4592 y(l1ce\(lpsa)f(~)j(.,)g(Prostate,)d (bound=\(1:30\)/30)o(\))1867 5841 y Fn(22)p eop %%Page: 23 24 23 23 bop 131 467 3564 4 v 211 591 a Fd(l1ce.object)373 b Fe(L1)33 b(Constr)-5 b(ainte)g(d)35 b(Estimation)f(Mo)-5 b(del)34 b(Obje)-5 b(ct)353 b Fd(l1ce.object)p 131 659 V 75 914 a Fq(Description)225 1142 y Fn(These)33 b(are)g(ob)5 b(jects)34 b(of)g(class)g Fd("l1ce")d Fn(They)i(represen)m(t)g(the)g (\014t)g(of)g(a)h(regression)f(mo)s(del)g(under)f(an)225 1255 y(L1)f(constrain)m(t)g(on)f(\(some)h(of)g(the)g(parameters\).)75 1552 y Fq(Details)225 1780 y Fn(The)37 b(residuals,)h(\014tted)g(v)-5 b(alues,)39 b(co)s(e\016cien)m(ts,)i(and)c(e\013ects)h(should)e(b)s(e)h (extracted)i(b)m(y)e(the)g(generic)225 1893 y(functions)30 b(of)g(the)h(same)g(name,)f(rather)h(than)f(b)m(y)g(the)h Fd($)f Fn(op)s(erator.)75 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Fd(summary.gl1ce)956 1892 y Fe(Summary)34 b(Metho)-5 b(d)33 b(for)h(Gener)-5 b(alize)g(d)34 b(L1)f(Constr)-5 b(aine)g(d)1579 2005 y(R)g(e)g(gr)g(ession)34 b(Mo)-5 b(dels)3024 1949 y Fd(summary.gl1ce)p 131 2026 V 225 2179 a(summary.gl1ce\(object\))75 2475 y Fq(Argumen)m(ts)225 2703 y Fd(object)357 b Fn(\014tted)35 b Fd(gl1ce)e Fn(mo)s(del)h(ob)5 b(ject.)54 b(This)34 b(is)h(assumed)e(to)j(b)s(e)d(the)i(result)g(of)f (some)h(\014t)870 2816 y(that)27 b(pro)s(duces)d(an)h(ob)5 b(ject)27 b(inheriting)e(from)g(the)h(class)g Fd(gl1ce)p Fn(,)g(in)f(the)h(sense)f(that)870 2929 y(the)31 b(comp)s(onen)m(ts)g (returned)e(b)m(y)h(the)h(gl1ce\(\))i(function)d(will)g(b)s(e)g(a)m(v) -5 b(ailable.)75 3226 y Fq(Description)225 3454 y Fn(Returns)29 b(a)i(summary)e(list)i(for)g(\014tted)f(generalized)i(L1)f(constrained) f(regression)h(mo)s(dels.)75 3750 y Fq(Details)225 3979 y Fn(This)k(function)g(is)h(a)g(metho)s(d)f(for)h(the)g(generic)g (function)g(summary)e(for)i(class)g Fd(gl1ce)p Fn(.)56 b(It)36 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b(The)870 4092 y(default)37 b(is)f(0,)i(i.e.)58 b(use)36 b(the)g(Mo)s(ore-P)m (enrose)i(in)m(v)m(erse.)58 b(Tibshirani's)35 b(co)s(de)h(uses)870 4205 y(gen.in)m(v)m(erse.diag=1e11.)75 4502 y Fq(Description)225 4730 y Fn(This)28 b(is)h(a)g(metho)s(d)f(for)h(the)g(function)g Fd(vcov\(\))e Fn(for)h(ob)5 b(jects)30 b(inheriting)f(from)f(class)i Fd(l1celist)p Fn(.)38 b(See)225 4843 y Fd(vcov)29 b Fn(for)h(the)h (general)g(b)s(eha)m(vior)g(of)f(this)h(function.)75 5139 y Fq(Details)225 5368 y Fn(See)g(do)s(cumen)m(tation.)1867 5841 y(37)p eop %%Page: 38 39 38 38 bop 75 399 a Fr(Ac)l(kno)l(wledgemen)l(ts)75 658 y Fn(The)25 b Fd(Sd2Rd)e Fn(and)i Fd(Rdconv)e Fn(to)s(ols)j(from)f(the) g Fb(R)g Fn(distribution)g(w)m(ere)g(used)g(to)h(pro)s(duce)e(the)h(do) s(cumen)m(tation)75 771 y(of)31 b(the)f(help)h(\014les.)41 b(W)-8 b(e)32 b(w)m(ould)e(lik)m(e)i(to)f(thank)f(Iain)h(Johnstone)f (for)g(p)s(ermission)g(to)h(use)f(and)g(distribute)75 884 y(the)h(prostate)g(data)g(set)g(and)f(to)h(W)-8 b(en-Jiang)31 b(F)-8 b(u)31 b(for)f(pro)m(viding)g(it.)1867 5841 y(38)p eop %%Page: 39 40 39 39 bop 75 527 a Fr(Index)75 709 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(classes)241 821 y Fb(gl1ce.object)p Fn(,)g(18)241 934 y Fb(l1ce.object)p Fn(,)f(23)241 1047 y Fb(l1celist.object)p Fn(,)f(24)75 1160 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(datasets)241 1273 y Fb(Io)m(w)m(a)p Fn(,)e(9)241 1386 y Fb(Prostate)p Fn(,)f(10)75 1499 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(hplot)241 1612 y Fb(plot.l1celist)p Fn(,)d(27)75 1725 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(manip)241 1838 y Fb([.l1celist)p Fn(,)d(11)75 1951 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(math)241 2063 y Fb(tr)p Fn(,)c(35)75 2176 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(metho)s(ds)241 2289 y Fb(gl1ce.object)p Fn(,)g(18)241 2402 y Fb(l1ce.object)p Fn(,)f(23)241 2515 y Fb(l1celist.object)p Fn(,)f(24)75 2628 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(mo)s(dels)241 2741 y Fb(l1ce)p Fn(,)e(20)75 2854 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(optimize)241 2967 y Fb(l1ce)p Fn(,)e(20)75 3080 y Fg(\003)p Fn(T)-8 b(opic)34 b Fc(regression)241 3193 y Fb(gl1ce.object)p Fn(,)g(18)241 3305 y Fb(l1ce)p Fn(,)e(20)241 3418 y Fb(l1ce.object)p Fn(,)h(23)241 3531 y Fb(l1celist.object)p Fn(,)f(24)241 3644 y Fb(summa)m(ry)-8 b(.l1ce)p Fn(,)33 b(33)75 3757 y([.l1celist,)g Fq(11)75 3870 y Fn([[.l1celist)p Fe(\([.l1c)-5 b(elist\))p Fn(,)35 b(11)75 4066 y(aux,)30 b Fq(12)75 4179 y Fn(aux.l1celist,)j Fq(12)75 4375 y Fn(co)s(ef.l1ce,)g Fq(13)75 4488 y Fn(co)s(ef.l1celist,)h Fq(13)75 4601 y Fn(co)s(e\016cien)m(ts,)e Fe(20)p Fn(,)g Fe(24)p Fn(,)f Fe(26)75 4797 y Fn(deviance.gl1ce,)j Fq(13)75 4909 y Fn(deviance.l1ce,)f Fq(14)75 5022 y Fn(deviance.l1celist,)h Fq(14)75 5218 y Fn(\014tted.l1ce,)e Fq(14)75 5331 y Fn (\014tted.l1celist,)h Fq(14)75 5527 y Fn(gcv,)e Fq(15)2058 709 y Fn(gcv.l1ce,)i Fq(15)2058 821 y Fn(gcv.l1celist,)h Fq(16)2058 934 y Fn(gl1ce,)e Fq(17)p Fn(,)f Fe(20)2058 1047 y Fn(gl1ce.ob)5 b(ject,)34 b Fq(18)2058 1243 y Fn(Io)m(w)m(a,)e Fq(9)2058 1356 y Fn(is.form)m(ula,)f Fq(20)2058 1552 y Fn(l1ce,)h Fq(20)p Fn(,)f Fe(24)p Fn(,)g Fe(26)p Fn(,)h Fe(34)2058 1665 y Fn(l1ce.ob)5 b(ject,)33 b Fq(23)p Fn(,)e Fe(34)2058 1778 y Fn(l1celist.ob)5 b(ject,)34 b Fq(24)2058 1891 y Fn(lab)s(els.l1ce,)e Fq(26)2058 2004 y Fn(lab)s(els.l1celist,)h Fq(26)2058 2200 y Fn(merge.form)m(ula,)f Fq(26)2058 2396 y Fn(plot.l1celist,)h Fq(27)2058 2508 y Fn(predict.gl1ce,)g Fq(27)2058 2621 y Fn(predict.l1ce,)f Fq(28)2058 2734 y Fn(prin)m(t.gl1ce,)g Fq(29)2058 2847 y Fn(prin)m(t.l1ce,)g Fq(29)2058 2960 y Fn(prin)m(t.l1celist,)h Fq(30)2058 3073 y Fn(prin)m(t.summary)-8 b(.gl1ce,)32 b Fq(30)2058 3186 y Fn(prin)m(t.summary)-8 b(.l1ce,)31 b Fq(30)2058 3299 y Fn(Prostate,)h Fq(10)2058 3495 y Fn(residuals.gl1ce,)g Fq(31)2058 3608 y Fn(residuals.l1ce,)g Fq(31)2058 3721 y Fn(residuals.l1celist,)h Fq(32)2058 3917 y Fn(summary)-8 b(,)30 b Fe(34)2058 4029 y Fn(summary)-8 b(.gl1ce,)32 b Fq(32)2058 4142 y Fn(summary)-8 b(.l1ce,)31 b Fq(33)2058 4338 y Fn(tr,)f Fq(35)2058 4534 y 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1315 y(Applie)-5 b(d)34 b(Pr)-5 b(ob)g(ability)p Fn(,)32 b(Chapman)d(and)h(Hall,)h(London.)75 1503 y(Osb)s(orne,)i(M.R.) h(\(1998\).)53 b(V)-8 b(ariable)35 b(selection)g(and)e(con)m(trol)i(in) e(least)i(squares)e(problems,)h Fe(Mathemat-)166 1616 y(ics)h(R)-5 b(ese)g(ar)g(ch)37 b(R)-5 b(ep)g(ort)37 b(MRR98{047)p Fn(,)f(Cen)m(tre)e(for)e(Mathematics)j(and)d(its)i (Applications,)g(Sc)m(ho)s(ol)g(of)166 1729 y(Mathematical)f(Sciences,) e(Australian)g(National)h(Univ)m(ersit)m(y)-8 b(,)33 b(Can)m(b)s(erra)c(A)m(CT)h(0200.)75 1917 y(Osb)s(orne,)f(M.R.,)j (Presnell,)f(B.)g(and)f(T)-8 b(urlac)m(h,)31 b(B.A.)h(\(1998a\).)44 b(Berwin's)31 b(problem,)f Fe(Mathematics)k(R)-5 b(e-)166 2029 y(se)g(ar)g(ch)34 b(R)-5 b(ep)g(ort)34 b(MRR98{049)p Fn(,)f(Cen)m(tre)e(for)e(Mathematics)k(and)c(its)h(Applications,)h(Sc)m (ho)s(ol)g(of)f(Math-)166 2142 y(ematical)j(Sciences,)e(Australian)g (National)h(Univ)m(ersit)m(y)-8 b(,)32 b(Can)m(b)s(erra)e(A)m(CT)g (0200.)42 b(Submitted.)166 2255 y Fq(URL:)31 b Fe (http://www.stats.adelaide.e)-5 b(du.a)q(u/p)l(e)g(op)q(le/bturl)q (ach/)q(ps\014)q(les/MRR9)q(8-04)q(9.p)q(s.gz)75 2443 y Fn(Osb)s(orne,)29 b(M.R.,)i(Presnell,)g(B.)g(and)e(T)-8 b(urlac)m(h,)31 b(B.A.)g(\(1998b\).)43 b(Knot)30 b(selection)i(for)e (regression)g(splines)166 2556 y(via)i(the)g(lasso,)g Fe(in)g Fn(S.)f(W)-8 b(eisb)s(erg)32 b(\(ed.\),)h Fe(Dimension)h(R)-5 b(e)g(duction,)35 b(Computational)i(Complexity,)e(and)166 2669 y(Information)p Fn(,)40 b(V)-8 b(ol.)37 b(30)g(of)f Fe(Computing)j(Scienc)-5 b(e)38 b(and)g(Statistics)p Fn(,)h(In)m(terface)e(F)-8 b(oundation)37 b(of)f(North)166 2782 y(America,)c(Inc.,)e(F)-8 b(airfax)32 b(Station,)f(V)-10 b(A)31 b(22039{7460,)k(pp.)29 b(44{49.)166 2895 y Fq(URL:)i Fe(http://www.stats.adelaide.e)-5 b(du.a)q(u/p)l(e)g(op)q(le/bturl)q (ach/)q(ps\014)q(les/inter)q(fac)g(e98)q(.ps.gz)75 3082 y Fn(Osb)s(orne,)30 b(M.R.,)h(Presnell,)g(B.)h(and)e(T)-8 b(urlac)m(h,)31 b(B.A.)h(\(1999\).)44 b(On)30 b(the)h(LASSO)e(and)h (its)h(dual,)g Fe(Journal)166 3195 y(of)i(Computational)i(and)f(Gr)-5 b(aphic)g(al)36 b(Statistics)p Fn(.)41 b(T)-8 b(o)31 b(app)s(ear.)75 3383 y(Stamey)-8 b(,)36 b(T.A.,)f(Kabalin,)h(J.N.,)f (McNeal,)i(J.E.,)e(Johnstone,)g(I.M.,)h(F)-8 b(reiha,)36 b(F.,)f(Redwine,)g(E.A.)g(and)166 3496 y(Y)-8 b(ang,)24 b(N.)e(\(1989\).)28 b(Prostate)23 b(sp)s(eci\014c)e(an)m(tigen)i(in)e (the)h(diagnosis)g(and)e(treatmen)m(t)j(of)f(adeno)s(carcinoma)166 3608 y(of)g(the)g(prostate:)37 b(I)s(I.)21 b(radical)i(prostatectom)m (y)h(treated)f(patien)m(ts,)i Fe(Journal)g(of)g(Ur)-5 b(olo)g(gy)24 b Fq(141)p Fn(\(5\):)g(1076{)166 3721 y(1083.)75 3909 y(Tibshirani,)29 b(R.)i(\(1995\).)43 b(Lasso,)31 b(Av)-5 b(ailable)32 b(from)e(the)g(S)g(arc)m(hiv)m(e)i(on)e(StatLib.) 166 4022 y Fq(URL:)h Fe(http://lib.stat.cmu.e)-5 b(du/S/lasso)75 4210 y Fn(Tibshirani,)30 b(R.)h(\(1996\).)44 b(Regression)31 b(shrink)-5 b(age)31 b(and)f(selection)i(via)g(the)f(lasso,)h Fe(Journal)i(of)f(the)g(R)-5 b(oyal)166 4322 y(Statistic)g(al)34 b(So)-5 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