PDF-JournalofMachineLearningResearch7(2006)1265

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BENNETTANDPARRADOHERN

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JournalofMachineLearningResearch7(2006)1265: Transcript


BENNETTANDPARRADOHERN. getsignal.Severalstudiesetal.,2003;RomanandWang,2006;Cooke,2006;Brungartetal.,2006;Anzaloneetal.,2006haveattemptedtoanswerthesequestionsanddemonstratedthatspeechsynthesizedfromtheidealbinarymaskishigh SCHMITTANDMARTIGNONAprincipalfamilyofmodelsforhumanreasoningthatarestudiedwithinthecontextofboundedrationalityaretheprobabilisticmentalmodelsproposedbyGigerenzeretal.(1991).Tothesebe-longsakindofsimpl BELKIN,NIYOGIANDSINDHWANIincludetransductiveSVM(Vapnik,1998;Joachims,1999),cotraining(BlumandMitchell,1998),andavarietyofgraph-basedmethods(BlumandChawla,2001;Chapelleetal.,2003;SzummerandJaakkola,200 MAURERThesituationisimprovedifwehaveasetofmdifferentlearningtaskswithcorrespondingtaskdistributionsandsamplesS1;:::;Sm,eachofsizenanddrawniidfromthecorrespondingdistribu-tions.Wenowconsidersolutionsh1 B .PreliminaryandpartialresultsfromthisworkappearedasextendedabstractsinCOLT2002andICML2003.c\r2006EyalEven-Dar,ShieMannorandYishayMansour. EVEN-DAR,MANNORANDMANSOURthathavebeenobservedsofar.Acommonobj MICCHELLI,XUANDZHANGCertainly,thechoiceofthekernelin(2)affectstheperformanceofkernelbasedlearningalgo-rithmsandso,isimportant.Forrecentworkinthisdirection,seeArgyriouetal.(2005,2006),Bachetal.(2004),L BELKIN,NIYOGIANDSINDHWANIincludetransductiveSVM(Vapnik,1998;Joachims,1999),cotraining(BlumandMitchell,1998),andavarietyofgraph-basedmethods(BlumandChawla,2001;Chapelleetal.,2003;SzummerandJaakkola,200 .WorkdoneatHarvardUniversityandsupportedbyanNSFMathematicalSciencesPostdoctoralResearchFellowship. Phys.Med.Biol.(2001)1265 Am.J.Hum.Genet.60:1265 BENNETTANDPARRADO-HERN BELKIN,NIYOGIANDSINDHWANIincludetransductiveSVM(Vapnik,1998;Joachims,1999),cotraining(BlumandMitchell,1998),andavarietyofgraph-basedmethods(BlumandChawla,2001;Chapelleetal.,2003;SzummerandJaakkola,200 0100 00165 BIER BLOCK 0100 01983 ANESTHETIC 0100 02396 VARICELLA VIRUS VACCINE 0117 00130 A-CAINE 0117 02295 ANUJECT 0117 02309 AXILLERY BLOCK 0117 02349 LIDOCAINE W/MARCAINE 0117 03000 AURASOL

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