Presentation | 2000/3/16 Effectiveness of Spoken Dialogue System using Inductive Learning with Genetic Algorithm Yasutomo Kimura, Kenji Araki, Yoshio Momouchi, Koji Tochinai, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this paper, we describe a learning method to perform the response from actual dialogue examples. Our ordinary dialogue has spontaneous dialogue that relates to enjoyment of the topics and the dialogue process. The learning method using templates is very difficult to apply to a chat, which includes many varieties of the topics. To resolve this problem, we propose a method of Spoken Dialogue using Inductive Learning with Genetic Algorithm. Our proposed method generates a suitable response using crossover, mutation, selection, and inductive learning. The total of a correct response rate and a similar correct response rate increased from 66.3% to 76.1% using our proposed method. Therefore, we confirmed that our method is an effective method for a chat. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | natural language processing / learning / inductive learning / dialogue processing / genetic algorithm |
Paper # | TL99-42 |
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Committee | TL |
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Conference Date | 2000/3/16(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Thought and Language (TL) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Effectiveness of Spoken Dialogue System using Inductive Learning with Genetic Algorithm |
Sub Title (in English) | |
Keyword(1) | natural language processing |
Keyword(2) | learning |
Keyword(3) | inductive learning |
Keyword(4) | dialogue processing |
Keyword(5) | genetic algorithm |
1st Author's Name | Yasutomo Kimura |
1st Author's Affiliation | Graduate School of Engineering, Hokkai-Gakuen University() |
2nd Author's Name | Kenji Araki |
2nd Author's Affiliation | Graduate School of Engineering, Hokkaido University |
3rd Author's Name | Yoshio Momouchi |
3rd Author's Affiliation | Graduate School of Engineering, Hokkai-Gakuen University |
4th Author's Name | Koji Tochinai |
4th Author's Affiliation | Graduate School of Engineering, Hokkaido University |
Date | 2000/3/16 |
Paper # | TL99-42 |
Volume (vol) | vol.99 |
Number (no) | 691 |
Page | pp.pp.- |
#Pages | 8 |
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