| Presentation | 2019-12-24 A Book Prediction Model Based on User's Book Arrangement and It's Evaluation Tatsuya Miyamoto, Daisuke Kitayama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In recent years, the evaluation of recommender systems has focused on not only accuracy but other aspects. This is because users are not always satisfied with book recommender systems focusing on accuracy alone. In this paper, we propose a book predict model for book recommendation method that considers serendipity and explainability based on user book arrangement. If user thinks about the order of some different books, this order is differently by each user. We propose a book recommender system that understands the intention of a user's book arrangement and recommends books accordingly. We investigate the effectiveness of our proposed approach through experiments on novels. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Recommender systems / Book recommend / Paragraph vector / Regression |
| Paper # | DE2019-21 |
| Date of Issue | 2019-12-16 (DE) |
| Conference Information | |
| Committee | DE / IPSJ-DBS |
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| Conference Date | 2019/12/23(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | National Institute of Informatics |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Jun Miyazaki(Tokyo Inst. of Tech.) / 吉川 正俊(京大) |
| Vice Chair | Shohei Yokoyama(Tokyo Metropolitan Univ.) / Kazuo Goda(Univ. of Tokyo) |
| Secretary | Shohei Yokoyama(NTT) / Kazuo Goda(Univ. of Hyogo) / (筑波大) |
| Assistant | Saneyasu Yamaguchi(Kogakuin Univ.) / Shoko Wakamiya(NAIST) |
| Paper Information | |
| Registration To | Technical Committee on Data Engineering / Special Interest Group on Database System |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A Book Prediction Model Based on User's Book Arrangement and It's Evaluation |
| Sub Title (in English) | |
| Keyword(1) | Recommender systems |
| Keyword(2) | Book recommend |
| Keyword(3) | Paragraph vector |
| Keyword(4) | Regression |
| 1st Author's Name | Tatsuya Miyamoto |
| 1st Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| 2nd Author's Name | Daisuke Kitayama |
| 2nd Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| Date | 2019-12-24 |
| Paper # | DE2019-21 |
| Volume (vol) | vol.119 |
| Number (no) | DE-354 |
| Page | pp.pp.1-5(DE), |
| #Pages | 5 |
| Date of Issue | 2019-12-16 (DE) |