| Presentation | 2019-08-30 Factorization Machines based Neural Network for Pair Matching Prediction Luwei Zhang, Xueting Wang, Toshihiko Yamasaki, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Online dating services have become popular in the modern society. Pair matching prediction between two users in these services can help efficiently increase the property of finding their life partners. Factorization Machines (FMs) can model sparse categorical features, which are effective to many prediction tasks of web applications. To solve the pair matching task, we apply several FM based methods with Deep Neural Networks including DeepFM, NFM and AFM. We also improve them by enhancing the representation of feature interaction embedding and the interaction pooling layer. Through the experiments on a real-world dataset provided by an online dating company, we demonstrate the superior performances of FM-based neural networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Pair MatchingNeural NetworkFactorization MachinesRecommendation |
| Paper # | MVE2019-14 |
| Date of Issue | 2019-08-22 (MVE) |
| Conference Information | |
| Committee | MVE |
|---|---|
| Conference Date | 2019/8/29(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Kenji Mase(Nagoya Univ.) |
| Vice Chair | Masayuki Ihara(NTT) |
| Secretary | Masayuki Ihara(Nagoya Univ.) |
| Assistant | Satoshi Nishiguchi(Oosaka Inst. of Tech.) / Masanori Yokoyama(NTT) / Shogo Fukushima(Univ. of ToKyo) |
| Paper Information | |
| Registration To | Technical Committee on Media Experience and Virtual Environment |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Factorization Machines based Neural Network for Pair Matching Prediction |
| Sub Title (in English) | |
| Keyword(1) | Pair MatchingNeural NetworkFactorization MachinesRecommendation |
| 1st Author's Name | Luwei Zhang |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Xueting Wang |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Toshihiko Yamasaki |
| 3rd Author's Affiliation | The University of Tokyo(UTokyo) |
| Date | 2019-08-30 |
| Paper # | MVE2019-14 |
| Volume (vol) | vol.119 |
| Number (no) | MVE-190 |
| Page | pp.pp.49-54(MVE), |
| #Pages | 6 |
| Date of Issue | 2019-08-22 (MVE) |