Audio Processing and Speech Recognition
Concepts, Techniques and Research Overviews
Soumya Sen, Nilanjan Dey, Anjan Dutta, et al.
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Naturwissenschaften, Medizin, Informatik, Technik / Elektronik, Elektrotechnik, Nachrichtentechnik
Beschreibung
This book offers an overview of audio processing, including the latest advances in the methodologies used in audio processing and speech recognition. First, it discusses the importance of audio indexing and classical information retrieval problem and presents two major indexing techniques, namely Large Vocabulary Continuous Speech Recognition (LVCSR) and Phonetic Search. It then offers brief insights into the human speech production system and its modeling, which are required to produce artificial speech. It also discusses various components of an automatic speech recognition (ASR) system.
Describing the chronological developments in ASR systems, and briefly examining the statistical models used in ASR as well as the related mathematical deductions, the book summarizes a number of state-of-the-art classification techniques and their application in audio/speech classification.
By providing insights into various aspects of audio/speech processing and speech recognition, this book appeals a wide audience, from researchers and postgraduate students to those new to the field.
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Schlagwörter
Wavelet Packet Decomposition (WPD), Discrete Wavelet Transform (DWT), Phonetic search, K-nearest neighbors, Neural network and speech recognition, Feature extraction, Bayesian classifier, Support Vector machines (SVM), Large vocabulary continuous speech recognition, Hidden Markov Model(HMM), Audio Indexing, Classic Information Retrieval problem, Linear prediction coding, Linear prediction Cepstral Coefficient, Automatic speech recognition, Perceptual Linear Prediction (PLP), Decision Tree, Mel frequency Cepstral Coefficient