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About the Book This book on Robust Speech Recognition and Understanding brings together many different aspects of the current research on automatic speech recognition and language understanding. The first four chapters address the task of voice activity detection which is considered an important issue for all speech recognition systems. The next chapters give several extensions to state-of-the-art HMM methods. Furthermore, a number of chapters particularly address the task of robust ASR under noisy conditions. Two chapters on the automatic recognition of a speaker’s emotional state highlight the importance of natural speech understanding and interpretation in voice-driven systems. The last chapters of the book address the application of conversational systems on robots, as well as the autonomous acquisition of vocalization skills. |
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Table of Contents
01Voice Activity Detection. Fundamentals and Speech Recognition System Robustness
02Novel Approaches to Speech Detection in the Processing of Continuous Audio Streams
03New Advances in Voice Activity Detection using HOS and Optimization Strategies
04Voice and Noise Detection with AdaBoost
05Evolutionary speech recognition
07A General Approximation-Optimization Approach to Large Margin Estimation of HMMs
08Double Layer Architectures for Automatic Speech Recognition using HMM
09Audio Visual Speech Recognition and Segmentation Based on DBN Models
10Discrete-Mixture HMMs-based Approach for Noisy Speech Recognition
11Speech Recognition in Unknown Noisy Conditions
13The Research of Noise-Robust Speech Recognition Based on Frequency Warping Wavelet
14Autocorrelation-based Methods for Noise-Robust Speech Recognition
15Bimodal Emotion Recognition using Speech and Physiological Changes
16Emotion Estimation in Speech Using a 3D Emotion Space Concept
17Linearly Interpolated Hierarchical N-gram Language Models for Speech Recognition Engines
18A factored language model for prosody dependent speech recognition
19Early decision making in continuous speech
21An Improved GA Based Modified Dynamic Neural Network for Cantonese-Digit Speech Recognition
22Talking Robot and the Autonomous Acquisition of Vocalization and Singing Skill
23Conversation system of an everyday robot Robovie-IV
24Sound Localization of Elevation using Pinnae for Auditory Robots
25Speech Recognition Under Noise Conditions: Compensation Methods