Markov Games for Persuasive Dialogue

被引:6
|
作者
Rach, Niklas [1 ]
Minker, Wolfgang [1 ]
Ultes, Stefan [2 ]
机构
[1] Ulm Univ, Inst Commun Engn, Ulm, Germany
[2] Univ Cambridge, Dept Engn, Cambridge, England
关键词
Persuasive Dialogue; Markov Games; Reinforcement Learning;
D O I
10.3233/978-1-61499-906-5-213
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work discusses the formulation of argumentative dialogue as Markov game. We show how formal systems for persuasive dialogues that adhere to a certain structure can be reformulated as Markov games and thus be addressed as Reinforcement Learning task in a multi-agent setting. We validate our approach on an implementation of a proof of principle scenario where we show that the optimal policy can be learned.
引用
收藏
页码:213 / 220
页数:8
相关论文
共 50 条
  • [1] Persuasive Strategies in Dialogue Games with Emotional Reasoning
    Kacprzak, Magdalena
    [J]. ROUGH SETS, IJCRS 2017, PT II, 2017, 10314 : 435 - 453
  • [2] DIALOGUE MANAGEMENT FOR LEADING THE CONVERSATION IN PERSUASIVE DIALOGUE SYSTEMS
    Hiraoka, Takuya
    Yamauchi, Yuki
    Neubig, Graham
    Sakti, Sakriani
    Toda, Tomoki
    Nakamura, Satoshi
    [J]. 2013 IEEE WORKSHOP ON AUTOMATIC SPEECH RECOGNITION AND UNDERSTANDING (ASRU), 2013, : 114 - 119
  • [3] On Dialogue Games and Graph Games
    Jacq, Clement
    Mellies, Paul-Andre
    [J]. ELECTRONIC NOTES IN THEORETICAL COMPUTER SCIENCE, 2018, 336 : 189 - 206
  • [4] The Persuasive Roles of Digital Games: The Case of Cancer Games
    Conde-Pumpido, Teresa de la Hera
    [J]. MEDIA AND COMMUNICATION, 2018, 6 (02): : 103 - 111
  • [5] Dialogue Scenario Collection of Persuasive Dialogue with Emotional Expressions via Crowdsourcing
    Yoshino, Koichiro
    Ishikawa, Yoko
    Mizukami, Masahiro
    Suzuki, Yu
    Sakriani, Sakti
    Nakamura, Satoshi
    [J]. PROCEEDINGS OF THE ELEVENTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2018), 2018, : 1208 - 1214
  • [6] Persuasive games: The expressive power of videogames
    Webb, Nick
    [J]. BRITISH JOURNAL OF EDUCATIONAL TECHNOLOGY, 2008, 39 (05) : 951 - 951
  • [7] Fine tuning the persuasion in persuasive games
    Khaled, Rilla
    Barr, Pippin
    Noble, James
    Fischer, Ronald
    Biddle, Robert
    [J]. PERSUASIVE TECHNOLOGY, 2007, 4744 : 36 - +
  • [8] Persuasive Games: The Expressive Power of Videogames
    Jacobs, Steve
    [J]. AMERICAN JOURNAL OF PLAY, 2009, 2 (02) : 230 - 232
  • [9] Emotional Speech Corpus for Persuasive Dialogue System
    Asai, Sara
    Yoshino, Koichiro
    Shinagawa, Seitaro
    Sakti, Sakriani
    Nakamura, Satoshi
    [J]. PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION (LREC 2020), 2020, : 491 - 497
  • [10] Towards Modeling Confidentiality in Persuasive Robot Dialogue
    Addo, Ivor D.
    Ahamed, Sheikh Iqbal
    Chu, William C.
    [J]. INCLUSIVE SMART CITIES AND DIGITAL HEALTH, 2016, 9677 : 436 - 442