User-centred adaptive spoken dialogue modelling:
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| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Ulm
2015
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| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XVIII, 176 Seiten Illustrationen, Diagramme |
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Datensatz im Suchindex
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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- |
| author_GND | (DE-588)1097219305 |
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| language | English |
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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 |
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