03989nam 22007455 450 991029969990332120200701171703.03-319-15530-X10.1007/978-3-319-15530-2(CKB)3710000000375704(EBL)1998215(SSID)ssj0001465340(PQKBManifestationID)11919353(PQKBTitleCode)TC0001465340(PQKBWorkID)11472085(PQKB)11326472(DE-He213)978-3-319-15530-2(MiAaPQ)EBC1998215(PPN)184890608(EXLCZ)99371000000037570420150314d2015 u| 0engur|n|---|||||txtccrAcoustic Modeling for Emotion Recognition /by Koteswara Rao Anne, Swarna Kuchibhotla, Hima Deepthi Vankayalapati1st ed. 2015.Cham :Springer International Publishing :Imprint: Springer,2015.1 online resource (72 p.)SpringerBriefs in Speech Technology, Studies in Speech Signal Processing, Natural Language Understanding, and Machine Learning,2191-737XDescription based upon print version of record.3-319-15529-6 Includes bibliographical references.Introduction -- Emotion Recognition using Prosodic features -- Emotion Recognition using Spectral features -- Emotional Speech Corpora -- Classification Models -- Comparative Analysis of Classifiers in emotion recognition -- Summary and Conclusions.This book presents state of art research in speech emotion recognition. Readers are first presented with basic research and applications – gradually more advance information is provided, giving readers comprehensive guidance for classify emotions through speech. Simulated databases are used and results extensively compared, with the features and the algorithms implemented using MATLAB. Various emotion recognition models like Linear Discriminant Analysis (LDA), Regularized Discriminant Analysis (RDA), Support Vector Machines (SVM) and K-Nearest neighbor (KNN) and are explored in detail using prosody and spectral features, and feature fusion techniques.SpringerBriefs in Speech Technology, Studies in Speech Signal Processing, Natural Language Understanding, and Machine Learning,2191-737XSignal processingImage processingSpeech processing systemsComputational linguisticsUser interfaces (Computer systems)AcousticsSignal, Image and Speech Processinghttps://scigraph.springernature.com/ontologies/product-market-codes/T24051Computational Linguisticshttps://scigraph.springernature.com/ontologies/product-market-codes/N22000User Interfaces and Human Computer Interactionhttps://scigraph.springernature.com/ontologies/product-market-codes/I18067Acousticshttps://scigraph.springernature.com/ontologies/product-market-codes/P21069Signal processing.Image processing.Speech processing systems.Computational linguistics.User interfaces (Computer systems)Acoustics.Signal, Image and Speech Processing.Computational Linguistics.User Interfaces and Human Computer Interaction.Acoustics.621.382Anne Koteswara Raoauthttp://id.loc.gov/vocabulary/relators/aut721051Kuchibhotla Swarnaauthttp://id.loc.gov/vocabulary/relators/autVankayalapati Hima Deepthiauthttp://id.loc.gov/vocabulary/relators/autBOOK9910299699903321Acoustic Modeling for Emotion Recognition2531587UNINA