| Presentation | 2005/3/22 Empirical Analysis of User Preference Models for Movie Recommendation Mori KUROKAWA, Chihiro ONO, Yoichi MOTOMURA, Hideki ASOH, Akito SAKURAI, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We are studying a method for modeling user preference that enables movie recommendation, by using data such as user attributes, content attributes and content ratings. In this paper, we construct user preference models by four machine learning methods i.e. naive bayes, decision tree, bayesian network and neural network, using data acquired by a WWW questionnaire about movie preference. Then we show the experimental results in terms of recommendation accuracy. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Movie Recommendation / User Preference Models / Naive Bayes / Decision Tree / Bayesian Network / Neural Network |
| Paper # | NC2004-182 |
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| Committee | NC |
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| Conference Date | 2005/3/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Empirical Analysis of User Preference Models for Movie Recommendation |
| Sub Title (in English) | |
| Keyword(1) | Movie Recommendation |
| Keyword(2) | User Preference Models |
| Keyword(3) | Naive Bayes |
| Keyword(4) | Decision Tree |
| Keyword(5) | Bayesian Network |
| Keyword(6) | Neural Network |
| 1st Author's Name | Mori KUROKAWA |
| 1st Author's Affiliation | Faculty of Science and Technology, Keio University() |
| 2nd Author's Name | Chihiro ONO |
| 2nd Author's Affiliation | KDDI R&D Laboratory, Inc |
| 3rd Author's Name | Yoichi MOTOMURA |
| 3rd Author's Affiliation | Digital Human Research Center, National Institute of Advanced Industrial Science and Technology:Information Technology Research Institute, National Institute of Advanced Industrial Science and Technology |
| 4th Author's Name | Hideki ASOH |
| 4th Author's Affiliation | Digital Human Research Center, National Institute of Advanced Industrial Science and Technology:Information Technology Research Institute, National Institute of Advanced Industrial Science and Technology |
| 5th Author's Name | Akito SAKURAI |
| 5th Author's Affiliation | Faculty of Science and Technology, Keio University |
| Date | 2005/3/22 |
| Paper # | NC2004-182 |
| Volume (vol) | vol.104 |
| Number (no) | 759 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |