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Reinforcement Learning for Adaptive Dialogue Systems

Reinforcement Learning for Adaptive Dialogue Systems

Oliver Lemon / Verena Rieser

208,62 €
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Editorial:
Springer Nature B.V.
Año de edición:
2011
Materia
Ciencias de la computación
ISBN:
9783642249419

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Sobre IBD

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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