Electrical& Computer Electrical& Computer 25In the FutureAfter GraduationresearchgoalIn the FutureAfter GraduationProfessorPh.D. from Kyoto Univ. During his career, he visited Univ. Freiburg and UESTC, China. His research interests include algorithms and optimization.Minoru MaruyamaProfessorSince 1996, he is with ShinshuUniv. Before joining Shinshu Univ., he was with Mitsubishi Electric Corp. 1990-1991, he was a visiting scientist of Artif. Intell. Lab., MIT EngineeringEngineeringWesometimeshavetomakeadecisionimmediately,withnoinformationaboutthefuture.Forexample,“whichisthebetter,torentortobuyaskigear?"Or,“howtopackloadsthatarearrivingoneafteranotherintotrucks?"Ifyouknewaboutthefuture,youcouldmakeagoodchoiceexploitingthatinformation.But,itisoftenthecasethat"nooneknowswhatmayhappentomorrow."Inourlaboratory,werevealthenatureunderlyingsuchsituationsandstudystrategiesandalgorithmsthatrunwithoutfutureinformation.Hiroshi FujiwaraInMaruyamaLab.,ourresearchfocusesonmachinelearningtechniquesforvisualinformationunderstanding&processing.We,human,caneasilyrecognizeandunderstandthecontentsincludedintheimage.Thisabilityisimprovedthroughlearningfromoureverydayexperience.Ouristoprovidingsuchsignificantabilitytocomputer.Forthatpurposewemainlyinvestigatingdeeplearningtechniquesforimageunderstanding,contentbasedimagesearch,patternrecognition,3Drecoveryfromimages,andcomputergraphics.Ouraimistodesignstrategiesandalgorithmsthatoutputthe"bestpossiblechoice"foreachmomentunderthesettingthatonecanhavehopelesslylittleinformationaboutthefuturelike"nooneknowswhatmayhappentomorrow."Furthermore,weclarifythenatureoftheinherentvalueofinformation,bytheoreticallycomparingthecaseswithorwithoutfutureinformation.Inourlaboratorythestudentsacquireandpolishuptheircomprehensiveskilltosolveproblems.Specifically,theskillconsistsof(1)tograspthenatureunderlyingtheproblemprecisely,and(2)toconsiderwhattoolsorapproachesleadustoasolution.Weareinvestigatingmachinelearningtechniquesforinformationunderstanding.Especiallywearevisualstudyingdeeplearningtechniquesforacquiringappropriateresearchinterestalsoincludecomputergraphicssuchasphoto-realisticrenderingalgorithms.Thesetechniquescanbeusedforvariouskindsofapplicationsincludingcontentbasedimagequeryontheweb,human-computerinteraction.latentrepresentations.OurprogramthegraduatesgotograduateschoolOverhalfofUniversity).(masterlabareemployedbyelectronicsGraduatesofourcompanies,includingvideogamecompaniesetc.Manygraduatesareworkingassoftware/ITengineers.ofShinshuITcompanies,The "ski-rental problem" is equivalent to the choice of a strategy of automatically turning off the backlight on a mobile phone.The "bin-packing problem" has application in several areas such as logistics or distributed systems.Multimodalsiamesenetworkarchitecturewhichembedsimage-basedandtext-basedfeaturesintoaunifiedvectorspaceAnexampleofimagesearchbasedonmultimodalanalogy.Learning Latent Representation for VisualInformation UnderstandingManagingtheUncertaintyoftheFuture
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