| Paper Abstract and Keywords |
| Presentation |
2020-02-28 14:40
Feature Interaction based Neural Network for Pair Matching Prediction
Luwei Zhang, Xueting Wang (UTokyo), Shintaro Kaneko, Yusuke Usui, Mizuki Kobayashi, Hiroki Kojima (eureka), Toshihiko Yamasaki (UTokyo) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Online dating services have become popular in modern society. Pair matching prediction between two users in these services can help efficiently increase the probability of finding their life partners. Deep learning based methods with automatic feature interaction functions such as Factorization Machines (FMs) and cross network of Deep & Cross Network (DCN) can model sparse categorical features, which are effective to many prediction tasks of web applications. To solve the pair matching task, we improve these FM-based and DCN-based deep models by enhancing the representation of feature interaction embedding and proposing a novel design of interaction pooling layer avoiding information loss. Through the experiments on a real service dataset, we demonstrate the superior performances of our proposed models. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Pair Matching / Neural Network / Factorization Machines / Recommendation / / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Download PDF |
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| Conference Information |
| Committee |
HI IEICE-IE IEICE-ITS MMS ME AIT |
| Conference Date |
2020-02-27 - 2020-02-28 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
IEICE-IE |
| Conference Code |
2020-02-HI-IE-ITS-MMS-ME-AIT |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Feature Interaction based Neural Network for Pair Matching Prediction |
| Sub Title (in English) |
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| Keyword(1) |
Pair Matching |
| Keyword(2) |
Neural Network |
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Factorization Machines |
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Recommendation |
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| 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 |
Shintaro Kaneko |
| 3rd Author's Affiliation |
eureka, Inc. (eureka) |
| 4th Author's Name |
Yusuke Usui |
| 4th Author's Affiliation |
eureka, Inc. (eureka) |
| 5th Author's Name |
Mizuki Kobayashi |
| 5th Author's Affiliation |
eureka, Inc. (eureka) |
| 6th Author's Name |
Hiroki Kojima |
| 6th Author's Affiliation |
eureka, Inc. (eureka) |
| 7th Author's Name |
Toshihiko Yamasaki |
| 7th Author's Affiliation |
The University of Tokyo (UTokyo) |
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| Speaker |
Author-1 |
| Date Time |
2020-02-28 14:40:00 |
| Presentation Time |
15 minutes |
| Registration for |
IEICE-IE |
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| Volume (vol) |
vol.44 |
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