Holdings: User-centred adaptive spoken dialogue modelling

User-centred adaptive spoken dialogue modelling:

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Bibliographic Details
Main Author:	Ultes, Stefan 1983- (Author)
Format:	Thesis Book
Language:	English
Published:	Ulm 2015
Subjects:	Human-Computer interaction Mensch-Maschine-Kommunikation Hochschulschrift
Online Access:	Inhaltsverzeichnis
Physical Description:	XVIII, 176 Seiten Illustrationen, Diagramme

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MARC


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adam_text	ULM UNIVERSITY UNIVERSITAET UNIVERSITAET I UULM USER-CENTRED ADAPTIVE SPOKEN DIALOGUE MODELLING DISSERTATION ZUR ERLANGUNG DES AKADEMISCHEN GRADES EINES DOKTOR-INGENIEURS (DR.-ING.) DER FAKULTAET FUER INGENIEURWISSENSCHAFTEN, INFORMATIK UND PSYCHOLOGIE DER UNIVERSITAET ULM VON STEFAN ULTES AUS SCHWAEBISCH HALL BETREUER: PROF. DR. DR.-ING. WOLFGANG MINKER PROF. DR. RAMOEN LOEPEZ-COEZAR DELGADO AMTIERENDE/R DEKAN/IN: PROF. DR. TINA SEUFERT ULM, 20.11.2015 CONTENTS 1 INTRODUCTION......................................................................................................................... 1 1.1 M OTIVATION..................................................................................................................... 2 1.2 THESIS CONTRIBUTIONS..................................................................................................... 4 1.3 O UTLINE........................................................................................................................... 5 2 RELEVANT BACKGROUND......................................................................................................... 7 2.1 SPOKEN DIALOGUE SYSTEM S ........................................................................................... 8 2.1.1 GENERAL ARCHITECTURE OF SPOKEN DIALOGUE SYSTEMS........................................ 8 2.1.2 RELEVANT APPROACHES TO SPOKEN DIALOGUE M ANAGEM ENT .............................. 14 2.1.3 GENERAL CONCEPTS OF DIALOGUE STRATEGIES........................................................ 25 2.1.4 EVALUATION OF SPOKEN DIALOGUE S YSTEM S........................................................ 26 2.2 STATISTICAL MACHINE LEAMING A PPROACHES.................................................................. 27 2.2.1 STATIC SUPERVISED CLASSIFICATION........................................................................ 28 2.2.2 SEQUENTIAL SUPERVISED CLASSIFICATION .............................................................. 32 2.2.3 EVALUATION METHODS FOR CLASSIFICATION............................................................ 35 2.3 SUMMARY OF RELEVANT BACKGROUND.............................................................................. 38 3 RELATED W ORK....................................................................................................................... 39 3.1 USER STATE RECOGNITION................................................................................................. 39 3.1.1 USER SATISFACTION RECOGNITION.......................................................................... 40 3.1.2 PERCEIVED COHERENCE RECOGNITION............................................................:... 45 3.1.3 SPEECH-BASED RECOGNITION OF EMOTION AND INTOXICATION .............................. 45 3.2 USER-ADAPTIVE DIALOGUE M ANAGEM ENT........................................................................ 47 3.2.1 ADAPTATION THROUGH DIALOGUE STATE EXTENSION................................................ 47 3.2.2 REWARD MODELLING............................................................................................. 49 3.3 CONCLUSION ON RELATED W ORK ....................................................................................... 50 4 USER STATE RECOGNITION........................................................................................................ 53 4 . 1 USER SATISFACTION RECOGNITION IN SPOKEN DIALOGUE SYSTEM S .................................... 54 4.1.1 INTERACTION QUALITY PARADIGM............................................................................ 55 4.1.2 STATIC METHODS FOR INTERACTION QUALITY RECOGNITION...................................... 58 4.1.3 SEQUENTIAL METHODS FOR INTERACTION QUALITY RECOGNITION .............................. 63 4.1.4 MODEL IMPLEMENTATION FOR INTERACTION QUALITY R ECOGNITION ........................ 67 X CONTENTS 4.1.5 CREATING THE INTERACTION QUALITY CORPUS.......................................................... 68 4.1.6 EVALUATION OF APPROACHES FOR INTERACTION QUALITY RECOGNITION .................... 73 4.1.7 ANALYSIS OF TEMPORAL F EATU RES........................................................................ 85 4.1.8 CONCLUSIONS ON USER SATISFACTION R ECOGNITION.............................................. 88 4.2 PERCEIVED COHERENCE RECOGNITION................................................................................ 90 4.2.1 PERCEIVED COHERENCE ......................................................................................... 91 4.2.2 STATISTICAL MODELLING OF RECOGNISING THE PERCEIVED COHERENCE OF SYSTEM DIALOGUE A C TS ................................................................................................... 91 4.2.3 DIALOGUE COHERENCE DATA.................................................................................. 92 4.2.4 EVALUATION OF PERCEIVED COHERENCE RECOGNITION............................................ 93 4.2.5 CONCLUSION ON PERCEIVED COHERENCE RECONGITION.......................................... 94 4.3 EMOTION RECOGNITION................................................................................................... 95 4.3.1 SPEAKER-DEPENDENT EMOTION RECOGNITION........................................................ 95 4.3.2 EMOTION D ATA..................................................................................................... 96 4.3.3 EVALUATION OF SPEAKER-DEPENDENT EMOTION RECOGNITION ................................ 98 4.3.4 CONCLUSION ON SPEAKER-DEPENDENT EMOTION RECOGNITION .............................. 100 4.4 INTOXICATION R ECOGNITION............................................................................................. 101 4.4.1 STATISTICAL CLASSIFICATION ................................................................................... 101 4.4.2 INTOXICATION D ATA............................................................................................... 101 4.4.3 EVALUATION OF INTOXICATION R ECOGNITION.......................................................... 102 4.4.4 WEB-BASED HUMAN PERFORMANCE STUDY .......................................................... 104 4.4.5 CONCLUSION ON INTOXICATION RECOGNITION ........................................................ 108 4.5 CONCLUSION ON USER STATE RECOGNITION ....................................................................... 109 5 USER-ADAPTIVE DIALOGUE MANAGEMENT..............................................................................111 5.1 APPROACHES FOR USER-ADAPTIVE DIALOGUE M ANAGEM ENT............................................ 112 5.1.1 USER-ADAPTIVE DIALOGUE MANAGEMENT WITH RULE-BASED POLICIES.....................113 5.1.2 USER-ADAPTIVE DIALOGUE MANAGEMENT WITH POLICY O PTIM ISATION ................ 117 5.1.3 RE-RANKING OF SYSTEM ACTIONS BASED ON THE USER S TATE ................................ 119 5.2 IMPLEMENTATION OF THE USER-ADAPTIVE HIS-OWLSPEAK DIALOGUE M ANAGER .............. 120 5.2.1 SPOKEN DIALOGUE ONTOLOGY (M ODEL)................................................................ 121 5.2.2 VOICE DOCUMENT (VIEW) ................................................................................... 122 5.2.3 DIALOGUE CONTROL (PRESENTER)............................................................................ 123 5.2.4 INTRODUCING THE USER STATE INTO OWLSPEAK...................................................... 129 5.3 EXPERIMENTS AND EVALUATION OF USER SATISFACTION A DAPTATION .................................. 130 5.3.1 PILOT USER STUDY ADAPTING THE GROUNDING STRATEGY........................................ 131 5.3.2 ADAPTING THE INITIATIVE..................................................................................... 134 5.3.3 REWARD MODELLING............................................................................................. 140 5.4 EXPERIMENTS AND EVALUATION OF PERCEIVED COHERENCE ADAPTATION ............................ 145 5.4.1 RE-RANKING OF SYSTEM ACTIONS......................................................................... 145 5.5 CONCLUSION ON USER-ADAPTIVE DIALOGUE M ANAGEM ENT.............................................. 148 CONTENTS XI 6 CONCLTISION AND FUTURE D IRECTIONS.......................................................................................151 6.1 THESIS CONTRIBUTIONS..................................................................................................... 152 6.1.1 THEORETICAL......................................................................................................... 152 6.1.2 PRACTICAL....................................................................................................... 153 6.1.3 EXPERIMENTAL..................................................................................................... 153 6.2 FUTURE DIRECTIONS ......................................................................................................... 154 A QUESTIONNAIRES.........................................................................................................................157 B ADDITIONAL FIGURES AND T A B LES............................................................................................. 159
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author	Ultes, Stefan 1983-
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format	Thesis Book
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spelling	Ultes, Stefan 1983- Verfasser (DE-588)1097219305 aut User-centred adaptive spoken dialogue modelling von Stefan Ultes Ulm 2015 XVIII, 176 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Dissertation Universität Ulm 2015 Human-Computer interaction Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Mensch-Maschine-Kommunikation (DE-588)4125909-9 s Projekte DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028948970&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
spellingShingle	Ultes, Stefan 1983- User-centred adaptive spoken dialogue modelling Human-Computer interaction Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd
subject_GND	(DE-588)4125909-9 (DE-588)4113937-9
title	User-centred adaptive spoken dialogue modelling
title_auth	User-centred adaptive spoken dialogue modelling
title_exact_search	User-centred adaptive spoken dialogue modelling
title_full	User-centred adaptive spoken dialogue modelling von Stefan Ultes
title_fullStr	User-centred adaptive spoken dialogue modelling von Stefan Ultes
title_full_unstemmed	User-centred adaptive spoken dialogue modelling von Stefan Ultes
title_short	User-centred adaptive spoken dialogue modelling
title_sort	user centred adaptive spoken dialogue modelling
topic	Human-Computer interaction Mensch-Maschine-Kommunikation (DE-588)4125909-9 gnd
topic_facet	Human-Computer interaction Mensch-Maschine-Kommunikation Hochschulschrift
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028948970&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT ultesstefan usercentredadaptivespokendialoguemodelling

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