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Baumann, Timo: Incremental spoken dialogue processing : architecture and lower-level components. 2013
Inhalt
Kurzfassung
Table of Contents
List of Figures
List of Tables
Introduction
Thesis Outline
Contributions
Previously Published and Co-authored Material
Spoken Dialogue and Spoken Dialogue Systems
Modelling Dialogue
The Shannon-Weaver Model of Communication
Layers of Communication
Emergence of Behaviour in Complex Systems
Establishing Common Ground
Taking Turns
Feedback and the Backward Channel
Components and Architecture for Spoken Dialogue Systems
Components of Spoken Dialogue Systems
Interconnection of Components
Discussion
State of the Art in Spoken Dialogue Systems
Commercial, Standards-based Systems
Related Research Systems
Advanced Commercial Systems
Summary and Discussion
Incremental Processing and its Evaluation
Timeliness and Incrementality
Aspects of Incrementality
Related Work on Evaluating Incremental Processing
Relation to Anytime Processing
Our Notion of Incremental Processing
Incremental Processors
Representing Incremental Data
Evaluation of Incremental Processors
Gold Standards for Evaluation
Evaluation with Incremental Gold Standards
Evaluation with Non-Incremental Gold Standards
Metrics for Evaluation of Incremental Processors
Similarity Metrics
Timing Metrics
Diachronic Metrics
Interrelations between Metrics
Summary
A Software Architecture for Incremental Spoken Dialogue Processing
The Data Model: Incremental Units
The IU Network
Triangular Data Models
The Processing Model
Incremental Modules and Inter-Module Communication
Alternative Processing Schemes
Infrastructure
Discussion
Incremental Speech Recognition
Automatic Speech Recognition in a Nutshell
Modelling Speech Data
The Language Model
The Pronunciation Model
Acoustic Modelling in the ASR Frontend
The Speech Recognizer
Hidden Markov Models
The Decoding Algorithm
Evaluating Speech Recognition
Refinements
The Sphinx-4 Speech Recognizer
Incrementalizing Speech Recognition
The InproTK Module for Incremental Rich Speech Recognition
INTELIDA: A Workbench for Evaluating iSR
The Library
Interactive Tools
Evaluation of Basic Incremental Speech Recognition
Variations of the Setup and Stability of Results
N-Best Processing
Optimization of Incremental Speech Recognition
Right Context
Hypothesis Smoothing
Advanced Smoothing Methods
Example Application: Incremental Command-and-Control
The Greifarm Domain
Cost-based Smoothing
Wizard-of-Oz Experiment
System Implementation
Evaluation
Summary and Discussion
Short-Term Estimation of Dialogue Flow
Floor Tracking in INPROTK
Architecture and Implementation
Example Application: Collaborating on Utterances
Domain and Setup
Experiment and Results
Discussion
Micro-Timing Prediction
Motivation for the Task
Related Work on Simultaneous Speech
System Architecture
Two Models for Micro-Timing
Evaluation
Corpus and Experiment Setup
End-of-Word Prediction: When to Start Speaking
Predicting the Micro-Timing of the Upcoming Word
Estimating the Reliability of the Predictions
Summary
Example Application: Speaking in Synchrony With the User
Discussion
Summary and Discussion
Incremental Speech Synthesis
Rationale for Incremental Speech Synthesis
Related Work
Requirements
Speech Synthesis in a Nutshell
Text-based Linguistic Processing
HMM-based Waveform Synthesis
Parameter Estimation with HMMs
Vocoding
Discussion of Alternative Synthesis Techniques
Evaluation of Speech Synthesis
MaryTTS
Incrementalizing Speech Synthesis
Incremental Speech Synthesis in INPROTK
Utterance Tree-based iSS
An Incremental Module for Speech Synthesis
Very Low-Latency Prosody Adaptation
Automatic Hesitation
Conformance to the Requirements
The Merit of iSS
Domain and System
Evaluation
Results
Discussion
Example Application: Integration with Incremental NLG
Use-Case: Adaptive Information Presentation
Implemented System
Evaluation
System Response Time
Subjective Evaluation
Discussion
Evaluating the Prosodic Quality of iSS
The Design Space for Incremental Prosody Production
Experiment
Evaluation
Qualitative Analysis
Quantitative Evaluation
Conclusion
Summary and Discussion
Conclusion and Outlook
Summary
Conclusion
Open Questions
Bibliography