Richter, Birte: The Attention-Hesitation Model. A Non-Intrusive Intervention Strategy for Incremental Smart Home Dialogue Management. 2021
Inhalt
- From HHI to HAI: Developing a Model
- 1 Introduction
- 2 Human-Human Interaction
- 2.1 Attention in HHI
- 2.2 Hesitations and their Role in HHI
- 2.2.1 Disfluent Speech and Hesitation Definition
- 2.2.2 Hesitations: Symptom or Signal?
- 2.2.3 Effects on the Listener
- 2.3 Summary of Research on Attention and Hesitations in HHI
- 3 Human-Agent Interaction
- 3.1 Attention in Human-Agent Dialogue
- 3.2 Hesitations in Human-Agent Interaction
- 3.3 Summary of Research on Attention and Hesitations in HAI
- 4 The Attention-Hesitation Model (AHM)
- 4.1 Interaction phases and Disturbances
- 4.2 Dialogue Management Responsibilities
- 4.2.1 When to (re-)act: From Visual Attention to a Cognitive Model
- 4.2.2 How to (re-)act: Hesitation Intervention Strategy
- 4.3 Differences to Other Models
- 5 Summary of Part I
- Fundamentals for Autonomous HAI
- 6 Modeling Dialogue for HAI
- 6.1 Architecture of Dialogue Systems
- 6.1.1 The Classical Natural Language Processing Pipeline
- 6.1.2 Drawbacks of the Conceptual Architecture
- 6.1.3 Coordination of Dialogue
- 6.1.4 Incremental Dialogue Processing
- 6.2 Resulting Requirements: System Engineering Perspective
- 7 Realization of the Dialogue System
- 7.1 Research Platform
- 7.2 General Software Architecture
- 7.3 Dialogue Modules
- 7.3.1 Speech Recognition and Understanding
- 7.3.2 Decision Management—the Dialogue Manager
- 7.3.3 Speech Output and Other Actors
- 7.3.4 Introspection Capabilities
- 7.4 Meeting the Requirements
- 7.5 Dialogue Interaction Scenarios
- 8 Summary of Part II
- Learning from Experiments
- 9 Evaluation Method and Hypothesis
- 10 Evaluation of the Attention-Hesitation Model
- 10.1 EC 1: Self-Interruptions as Attention-Regain Strategy
- 10.1.1 Attention-Hesitation Dialogue Coordination Model
- 10.1.2 Interaction Scenario and Implementation
- 10.1.3 Evaluation
- 10.1.4 Discussion and Lessons Learned
- 10.2 EC 2: Introducing the Focus of Discourse
- 10.2.1 Attention-Hesitation Dialogue Coordination Model
- 10.2.2 Interaction Scenario and Implementation
- 10.2.3 Evaluation
- 10.2.4 Discussion and Lessons Learned
- 10.3 EC 3: Exploration of a Practical Task during Interaction
- 10.3.1 Practical Task: Preparation Phase of Cooking
- 10.3.2 Attention-Hesitation Dialogue Coordination Model
- 10.3.3 Implementation
- 10.3.4 Evaluation
- 10.3.5 Discussion and Lessons Learned
- 10.4 EC 4: Introducing Lengthening and new Evaluation Approach
- 10.4.1 Attention-Hesitation Dialogue Coordination Model
- 10.4.2 Interaction Scenario and Implementation
- 10.4.3 Evaluation
- 10.4.4 Discussion and Lessons Learned
- 10.5 EC 5: Bringing It All Together
- 11 Comparison of the Five Evaluation Cycles
- 11.1 Features of Attention Concept and Hesitation Strategy
- 11.2 Task Performance Hypothesis
- 11.3 Side Effects
- 11.4 The Final AHM: Back to the Roots of Attention Theories
- 12 Summary of Part III
- 13 Conclusion and Perspective
- 13.1 Summary of this Thesis
- 13.2 Contributions of this Thesis
- 13.3 Consequences for Smart-Homes
- 13.4 Limitations and Future Research Questions
- Bibliography
- A Interfaces of the Dialogue System
- B Questionnaires
- B.1 Task Performance Assessment in EC1
- B.2 Task Performance Assessment in EC2
- B.3 MOS-based Synthesis Evaluation
- B.4 The Godspeed Questionnaire Series
- B.5 Previous Experience Assessment
- B.6 Assessment of Appropriateness of Agent's Statements
- C Study Stimuli
- D Instructions for the Participants
- E Data Agreement of the CSRA
- F Additional Analysis EC5
- G Additional Study Results
