03908nam 22007335 450 991029985160332120251010221309.01-4471-5779-610.1007/978-1-4471-5779-3(CKB)3710000000280720(EBL)1967878(OCoLC)895161787(SSID)ssj0001386203(PQKBManifestationID)11896935(PQKBTitleCode)TC0001386203(PQKBWorkID)11350079(PQKB)10870782(DE-He213)978-1-4471-5779-3(MiAaPQ)EBC1967878(PPN)183096525(EXLCZ)99371000000028072020141111d2015 u| 0engur|n|---|||||txtccrAutomatic Speech Recognition A Deep Learning Approach /by Dong Yu, Li Deng1st ed. 2015.London :Springer London :Imprint: Springer,2015.1 online resource (329 p.)Signals and Communication Technology,1860-4862Description based upon print version of record.1-4471-5778-8 Includes bibliographical references and index.Section 1: Automatic speech recognition: Background -- Feature extraction: basic frontend -- Acoustic model: Gaussian mixture hidden Markov model -- Language model: stochastic N-gram -- Historical reviews of speech recognition research: 1st, 2nd, 3rd, 3.5th, and 4th generations -- Section 2: Advanced feature extraction and transformation -- Unsupervised feature extraction -- Discriminative feature transformation -- Section 3: Advanced acoustic modeling -- Conditional random field (CRF) and hidden conditional random field (HCRF) -- Deep-Structured CRF -- Semi-Markov conditional random field -- Deep stacking models -- Deep neural network – hidden Markov hybrid model -- Section 4: Advanced language modeling -- Discriminative Language model -- Log-linear language model -- Neural network language model.This book provides a comprehensive overview of the recent advancement in the field of automatic speech recognition with a focus on deep learning models including deep neural networks and many of their variants. This is the first automatic speech recognition book dedicated to the deep learning approach. In addition to the rigorous mathematical treatment of the subject, the book also presents insights and theoretical foundation of a series of highly successful deep learning models.Signals and Communication Technology,1860-4862Signal processingImage processingSpeech processing systemsAcoustical engineeringApplication softwareSignal, Image and Speech Processinghttps://scigraph.springernature.com/ontologies/product-market-codes/T24051Engineering Acousticshttps://scigraph.springernature.com/ontologies/product-market-codes/T16000Computer Appl. in Social and Behavioral Scienceshttps://scigraph.springernature.com/ontologies/product-market-codes/I23028Signal processing.Image processing.Speech processing systems.Acoustical engineering.Application software.Signal, Image and Speech Processing.Engineering Acoustics.Computer Appl. in Social and Behavioral Sciences.006.454Yu Dongauthttp://id.loc.gov/vocabulary/relators/aut466593Deng Liauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910299851603321Automatic Speech Recognition2540265UNINA