Building dialogue POMDPs from expert dialogues: an end-to-end approach
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Cham
Springer
[2016]
|
| Series: | SpringerBriefs in electrical and computer engineering
|
| Subjects: | |
| Online Access: | BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 UBY01 Volltext Abstract Inhaltsverzeichnis |
| Physical Description: | 1 Online Ressource (vii, 119 Seiten) |
| ISBN: | 9783319262000 |
| DOI: | 10.1007/978-3-319-26200-0 |
Staff View
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| adam_text | BUILDING DIALOGUE POMDPS FROM EXPERT DIALOGUES
/ CHINAEI, HAMIDREZA
: 2016
ABSTRACT / INHALTSTEXT
THIS BOOK DISCUSSES THE PARTIALLY OBSERVABLE MARKOV DECISION PROCESS
(POMDP) FRAMEWORK APPLIED IN DIALOGUE SYSTEMS. IT PRESENTS POMDP AS A
FORMAL FRAMEWORK TO REPRESENT UNCERTAINTY EXPLICITLY WHILE SUPPORTING
AUTOMATED POLICY SOLVING. THE AUTHORS PROPOSE AND IMPLEMENT AN
END-TO-END LEARNING APPROACH FOR DIALOGUE POMDP MODEL COMPONENTS.
STARTING FROM SCRATCH, THEY PRESENT THE STATE, THE TRANSITION MODEL, THE
OBSERVATION MODEL AND THEN FINALLY THE REWARD MODEL FROM UNANNOTATED AND
NOISY DIALOGUES. THESE ALTOGETHER FORM A SIGNIFICANT SET OF
CONTRIBUTIONS THAT CAN POTENTIALLY INSPIRE SUBSTANTIAL FURTHER WORK.
THIS CONCISE MANUSCRIPT IS WRITTEN IN A SIMPLE LANGUAGE, FULL OF
ILLUSTRATIVE EXAMPLES, FIGURES, AND TABLES. PROVIDES INSIGHTS ON
BUILDING DIALOGUE SYSTEMS TO BE APPLIED IN REAL DOMAIN ILLUSTRATES
LEARNING DIALOGUE POMDP MODEL COMPONENTS FROM UNANNOTATED DIALOGUES IN A
CONCISE FORMAT INTRODUCES AN END-TO-END APPROACH THAT MAKES USE OF
UNANNOTATED AND NOISY DIALOGUE FOR LEARNING EACH COMPONENT OF DIALOGUE
POMDPS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
BUILDING DIALOGUE POMDPS FROM EXPERT DIALOGUES
/ CHINAEI, HAMIDREZA
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
1 INTRODUCTION
2 A FEW WORDS ON TOPIC MODELING
3 SEQUENTIAL DECISION MAKING IN SPOKEN DIALOG MANAGEMENT
4 LEARNING THE DIALOG POMDP MODEL COMPONENTS
5 LEARNING THE REWARD FUNCTION
6 APPLICATION ON HEALTHCARE DIALOG MANAGEMENT
7 CONCLUSIONS AND FUTURE WORK
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Chinaei, Hamidreza |
| author_facet | Chinaei, Hamidreza |
| author_role | aut |
| author_sort | Chinaei, Hamidreza |
| author_variant | h c hc |
| building | Verbundindex |
| bvnumber | BV043422776 |
| collection | ZDB-2-ENG |
| ctrlnum | (OCoLC)943782152 (DE-599)BVBBV043422776 |
| dewey-full | 621.382 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 621 - Applied physics |
| dewey-raw | 621.382 |
| dewey-search | 621.382 |
| dewey-sort | 3621.382 |
| dewey-tens | 620 - Engineering and allied operations |
| discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
| doi_str_mv | 10.1007/978-3-319-26200-0 |
| format | Electronic eBook |
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| id | DE-604.BV043422776 |
| illustrated | Not Illustrated |
| indexdate | 2025-02-20T06:52:53Z |
| institution | BVB |
| isbn | 9783319262000 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028840668 |
| oclc_num | 943782152 |
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| spellingShingle | Chinaei, Hamidreza Building dialogue POMDPs from expert dialogues an end-to-end approach Engineering User interfaces (Computer systems) Artificial intelligence Computational linguistics Electrical engineering Signal, Image and Speech Processing User Interfaces and Human Computer Interaction Communications Engineering, Networks Artificial Intelligence (incl. Robotics) Computational Linguistics Ingenieurwissenschaften Künstliche Intelligenz |
| title | Building dialogue POMDPs from expert dialogues an end-to-end approach |
| title_auth | Building dialogue POMDPs from expert dialogues an end-to-end approach |
| title_exact_search | Building dialogue POMDPs from expert dialogues an end-to-end approach |
| title_full | Building dialogue POMDPs from expert dialogues an end-to-end approach Hamidreza Chinaei, Brahim Chaib-draa |
| title_fullStr | Building dialogue POMDPs from expert dialogues an end-to-end approach Hamidreza Chinaei, Brahim Chaib-draa |
| title_full_unstemmed | Building dialogue POMDPs from expert dialogues an end-to-end approach Hamidreza Chinaei, Brahim Chaib-draa |
| title_short | Building dialogue POMDPs from expert dialogues |
| title_sort | building dialogue pomdps from expert dialogues an end to end approach |
| title_sub | an end-to-end approach |
| topic | Engineering User interfaces (Computer systems) Artificial intelligence Computational linguistics Electrical engineering Signal, Image and Speech Processing User Interfaces and Human Computer Interaction Communications Engineering, Networks Artificial Intelligence (incl. Robotics) Computational Linguistics Ingenieurwissenschaften Künstliche Intelligenz |
| topic_facet | Engineering User interfaces (Computer systems) Artificial intelligence Computational linguistics Electrical engineering Signal, Image and Speech Processing User Interfaces and Human Computer Interaction Communications Engineering, Networks Artificial Intelligence (incl. Robotics) Computational Linguistics Ingenieurwissenschaften Künstliche Intelligenz |
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