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1、FnTSIG7:3-4FoundationsandTrends®inSignalProcessingDeepLearningDeepLearning;MethodsandApplicationsLiDengandDongYu7:3-4MethodsandApplicationsLiDengandDongYuDeepLearning:MethodsandApplicationsprovidesanoverviewofgeneraldeeplearningmethodologyanditsapplicationstoavarietyofs
2、ignalandinformationprocessingtasks.TheDeepLearningapplicationareasarechosenwiththefollowingthreecriteriainmind:(1)expertiseorknowledgeoftheauthors;(2)theapplicationareasthathavealreadybeentransformedbythesuccessfuluseofdeeplearningtechnology,suchasspeechrecognitionandco
3、mputervision;and(3)theMethodsandApplicationsapplicationareasthathavethepotentialtobeimpactedsignificantlybydeeplearningandthathavebeenbenefittingfromrecentresearchefforts,includingnaturallanguageandtextprocessing,informationretrieval,andmultimodalinformationprocessingem
4、poweredbymulti-LiDengandDongYutaskdeeplearning.DeepLearning:MethodsandApplicationsisatimelyandimportantbookforresearchersandstudentswithaninterestindeeplearningmethodologyanditsapplicationsinsignalandinformationprocessing.“Thisbookprovidesanoverviewofasweepingrangeofup-
5、to-datedeeplearningmethodologiesandtheirapplicationtoavarietyofsignalandinformationprocessingtasks,includingnotonlyautomaticspeechrecognition(ASR),butalsocomputervision,languagemodeling,textprocessing,multimodallearning,andinformationretrieval.Thisisthefirstandthemostva
6、luablebookfor“deepandwidelearning”ofdeeplearning,nottobemissedbyanyonewhowantstoknowthebreathtakingimpactofdeeplearningonmanyfacetsofinformationprocessing,especiallyASR,allofvitalimportancetoourmoderntechnologicalsociety.”—SadaokiFurui,PresidentofToyotaTechnologicalInst
7、ituteatChicago,andProfessorattheTokyoInstituteofTechnologyThisbookisoriginallypublishedasFoundationsandTrends®inSignalProcessingVolume7Issues3-4,ISSN:1932-8346.nownowtheessenceofknowledgeFnTSIG7:3-4FoundationsandTrends®inSignalProcessingDeepLearningDeepLearning;Methodsa
8、ndApplicationsLiDengandDongYu7:3-4MethodsandApplicationsLiDengandDongYuDeepLearning:MethodsandApplicationsprov
