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9783540781547

Machine Learning for Multimodal Interaction

by ; ;
  • ISBN13:

    9783540781547

  • ISBN10:

    3540781544

  • Format: Paperback
  • Copyright: 2008-04-03
  • Publisher: Springer-Verlag New York Inc
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List Price: $84.99

Summary

This book constitutes the thoroughly refereed post-proceedings of the 4th International Workshop on Machine Learning for Multimodal Interaction, MLMI 2007, held in Brno, Czech Republic, in June 2007. The 25 revised full papers presented together with 1 invited paper were carefully selected during two rounds of reviewing and revision from 60 workshop presentations. The papers are organized in topical sections on multimodal processing, HCI, user studies and applications, image and video processing, discourse and dialogue processing, speech and audio processing, as well as the PASCAL speech separation challenge.

Table of Contents

Robust Real Time Face Tracking for the Analysis of Human Behaviourp. 1
Multimodal Processing Conditional Sequence Model for Context-Based Recognition of Gaze Aversionp. 11
Meeting State Recognition from Visual and Aural Labelsp. 24
Object Category Recognition Using Probabilistic Fusion of Speech and Image Classifiersp. 36
HCI, User Studies and Applications
Automatic Annotation of Dialogue Structure from Simple User Interactionp. 48
Interactive Pattern Recognitionp. 60
User Specific Training of a Music Search Enginep. 72
An Ego-Centric and Tangible Approach to Meeting Indexing and Browsingp. 84
Integrating Semantics into Multimodal Interaction Patternsp. 96
Towards an Objective Test for Meeting Browsers: The BET4TQB Pilot Experimentp. 108
Image and Video Processing
Face Recognition in Smart Roomsp. 120
Gaussian Process Latent Variable Models for Human Pose Estimationp. 132
Discourse and Dialogue Processing
Automatic Labeling Inconsistencies Detection and Correction for Sentence Unit Segmentation in Conversational Speechp. 144
Term-Weighting for Summarization of Multi-party Spoken Dialoguesp. 156
Automatic Decision Detection in Meeting Speechp. 168
Czech Text-to-Sign Speech Synthesizerp. 180
Speech and Audio Processing
Using Prosodic Features in Language Models for Meetingsp. 192
Posterior-Based Features and Distances in Template Matching for Speech Recognitionp. 204
A Study of Phoneme and Grapheme Based Context-Dependent ASR Systemsp. 215
Transfer Learning for Tandem ASR Feature Extractionp. 227
Spoken Term Detection System Based on Combination of LVCSR and Phonetic Searchp. 237
Frequency Domain Linear Prediction for QMF Sub-bands and Applications to Audio Codingp. 248
Modeling Vocal Interaction for Segmentation in Meeting Recognitionp. 259
Binaural Speech Separation Using Recurrent Timing Neural Networks for Joint F0-Localisation Estimationp. 271
PASCAL Speech Separation Challenge II
To Separate Speech: A System for Recognizing Simultaneous Speechp. 283
Microphone Array Beamforrning Approach to Blind Speech Separationp. 295
Author Indexp. 307
Table of Contents provided by Blackwell. All Rights Reserved.

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