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Robust Processing of Spoken Situated Dialogue - A Study in Human-Robot Interaction
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Robust Processing of Spoken Situated Dialogue - A Study in Human-Robot Interaction
von: Pierre Lison
Diplomica Verlag GmbH, 2010
ISBN: 9783836641135
198 Seiten, Download: 2481 KB
 
Format:  PDF
geeignet für: Apple iPad, Android Tablet PC's Online-Lesen PC, MAC, Laptop

Typ: A (einfacher Zugriff)

 

 
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Inhaltsverzeichnis

  Robust Processing of Spoken Situated Dialogue 1  
  Abstract 4  
  Zusammenfassung 4  
  Résumé 4  
  Acknowledgements 8  
  Introduction 15  
     Processing spoken dialogue 16  
        The issues 16  
        Key ideas of our approach 19  
        Discussion and relation to previous work 20  
     Human-robot interaction 23  
        A short historical background 23  
        Scientific relevance of HRI 25  
        Dimensions of HRI 26  
        Cognitive systems for HRI 27  
     Considered scenarios 28  
        Playmate scenario 28  
        Explorer scenario 29  
     Outline 29  
     Contributions 31  
  I Background 33  
     Situated spoken dialogue 35  
        Linguistic analysis of spoken dialogue 35  
           Example from the Apollo corpus 35  
           Theoretical analysis 39  
        Language, context and human cognition 42  
           Phylogenetic and ontogenetic origins 42  
           Situated human language processing 43  
           Five working hypotheses 44  
        Summary of the chapter 45  
     Theoretical foundations 47  
        Combinatory Categorial Grammar 47  
           Lexicon 48  
           Combinatory rules 49  
           Derivations 49  
        Hybrid Logic Dependency Semantics 49  
           Hybrid logic 50  
           Encoding linguistic meaning 53  
        Syntax-semantics interface 54  
        Segmented Discourse Representation Theory 56  
           Dynamic semantics 56  
           Rhetorical relations 58  
           The SDRT approach in brief 59  
           Event structure 60  
        Summary of the chapter 60  
     Software architecture 63  
        Global architecture 64  
           Cognitive Systems Architecture Schema 64  
           CAST: an implementation toolkit for CAS 65  
        The communication subarchitecture 68  
           Representations 68  
           Processes 74  
        Summary of the chapter 80  
  II Approach 83  
     Situated Speech Recognition 85  
        Introduction to the issue 85  
        Psycholinguistic motivation 86  
        Salience modeling 86  
           Visual salience 87  
           Linguistic salience 87  
           Cross-modal salience model 88  
        Lexical activation 89  
        Language modeling 90  
           Corpus generation 90  
           Salience-driven, class-based language models 91  
        Evaluation 92  
           Evaluation procedure 92  
           Results 92  
           Analysis 93  
        Summary of the chapter 94  
     Robust Parsing of Spoken Dialogue 95  
        Grammar relaxation 97  
           New type-shifting rules 97  
           Paradigmatic heap rules 100  
           Discourse-level composition rules 101  
           ASR error correction rules 101  
           Control of grammar relaxation 102  
        Discriminative models for parse selection 102  
           Definition of the task 102  
           A distribution-free approach 103  
        Learning 105  
           Training data 105  
           Averaged perceptron 106  
           Decoding 107  
        Features 109  
           Semantic features 109  
           Syntactic features 110  
           Contextual features 111  
           Speech recognition features 112  
        Additional extensions 113  
           Incremental parse selection 113  
           Max-margin classifier (SVM) 116  
        Summary of the chapter 117  
  III Evaluation & Conclusion 119  
     Evaluation 121  
        Testing data 121  
        Evaluation procedure 122  
        Types of quantitative results 122  
        Quantitative results 124  
           Comparison with baseline 125  
        Discussion of results 128  
     Conclusion 131  
        Suggestions for further research 132  
  IV Appendices 137  
     Packing algorithm 139  
        Example 139  
        Data structures 142  
        Pseudo-code 144  
     Detailed results for parse selection 147  
        Tables 147  
        Figures 151  
           Global results with all NBest hypotheses 151  
           Detailed results for exact-match 153  
           Detailed results for partial-match 155  
     Domain-specific grammar for corpus generation 157  
        Definitions 157  
        Grammar specification 158  
     References 177  
     Index 195  


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