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{ "item_title" : "Reinforcement Learning for Adaptive Dialogue Systems", "item_author" : [" Verena Rieser", "Oliver Lemon "], "item_description" : "1.Introduction.- 2.Background.- 3.Reinforcement Learning for Information Seeking dialogue strategies.- 4.The bootstrapping approach to developing Reinforcement Learning-based strategies.- 5.Data Collection in aWizard-of-Oz experiment.- 6.Building a simulated learning environment from Wizard-of-Oz data.- 7.Comparing Reinforcement and Supervised Learning of dialogue policies with real users.- 8.Meta-evaluation.- 9.Adaptive Natural Language Generation.- 10.Conclusion.- References.- Example Dialogues.- A.1.Wizard-of-Oz Example Dialogues.- A.2.Example Dialogues from Simulated Interaction.- A.3.Example Dialogues from User Testing.- Learned State-Action Mappings.- Index.", "item_img_path" : "https://covers4.booksamillion.com/covers/bam/3/64/224/941/3642249418_b.jpg", "price_data" : { "retail_price" : "109.99", "online_price" : "109.99", "our_price" : "109.99", "club_price" : "109.99", "savings_pct" : "0", "savings_amt" : "0.00", "club_savings_pct" : "0", "club_savings_amt" : "0.00", "discount_pct" : "10", "store_price" : "" } }
Reinforcement Learning for Adaptive Dialogue Systems|Verena Rieser

Reinforcement Learning for Adaptive Dialogue Systems : A Data-Driven Methodology for Dialogue Management and Natural Language Generation

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Overview

1.Introduction.- 2.Background.- 3.Reinforcement Learning for Information Seeking dialogue strategies.- 4.The bootstrapping approach to developing Reinforcement Learning-based strategies.- 5.Data Collection in aWizard-of-Oz experiment.- 6.Building a simulated learning environment from Wizard-of-Oz data.- 7.Comparing Reinforcement and Supervised Learning of dialogue policies with real users.- 8.Meta-evaluation.- 9.Adaptive Natural Language Generation.- 10.Conclusion.- References.- Example Dialogues.- A.1.Wizard-of-Oz Example Dialogues.- A.2.Example Dialogues from Simulated Interaction.- A.3.Example Dialogues from User Testing.- Learned State-Action Mappings.- Index.

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Details

  • ISBN-13: 9783642249419
  • ISBN-10: 3642249418
  • Publisher: Springer
  • Publish Date: November 2011
  • Dimensions: 9.2 x 6.1 x 0.8 inches
  • Shipping Weight: 1 pounds
  • Page Count: 256

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