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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Attention-over-Attention Field-Aware Factorization Machine

February 1, 2023

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Authors

Zhibo Wang

Wuhan University


Jinxin Ma

Wuhan University


Yongquan Zhang

Wuhan University


Qian Wang

Wuhan University


Ju Ren

Tsinghua University


Peng Sun

Zhejiang University


DOI:

10.1609/aaai.v34i04.6101


Abstract:

Factorization Machine (FM) has been a popular approach in supervised predictive tasks, such as click-through rate prediction and recommender systems, due to its great performance and efficiency. Recently, several variants of FM have been proposed to improve its performance. However, most of the state-of-the-art prediction algorithms neglected the field information of features, and they also failed to discriminate the importance of feature interactions due to the problem of redundant features. In this paper, we present a novel algorithm called Attention-over-Attention Field-aware Factorization Machine (AoAFFM) for better capturing the characteristics of feature interactions. Specifically, we propose the field-aware embedding layer to exploit the field information of features, and combine it with the attention-over-attention mechanism to learn both feature-level and interaction-level attention to estimate the weight of feature interactions. Experimental results show that the proposed AoAFFM improves FM and FFM with large margin, and outperforms state-of-the-art algorithms on three public benchmark datasets.

Topics: AAAI

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Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun Attention-over-Attention Field-Aware Factorization Machine Proceedings of the AAAI Conference on Artificial Intelligence (2020) 6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun Attention-over-Attention Field-Aware Factorization Machine AAAI 2020, 6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun (2020). Attention-over-Attention Field-Aware Factorization Machine. Proceedings of the AAAI Conference on Artificial Intelligence, 6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun. Attention-over-Attention Field-Aware Factorization Machine. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun. 2020. Attention-over-Attention Field-Aware Factorization Machine. "Proceedings of the AAAI Conference on Artificial Intelligence". 6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun. (2020) "Attention-over-Attention Field-Aware Factorization Machine", Proceedings of the AAAI Conference on Artificial Intelligence, p.6323-6330

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun, "Attention-over-Attention Field-Aware Factorization Machine", AAAI, p.6323-6330, 2020.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun. "Attention-over-Attention Field-Aware Factorization Machine". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun. "Attention-over-Attention Field-Aware Factorization Machine". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 6323-6330.

Zhibo Wang||Jinxin Ma||Yongquan Zhang||Qian Wang||Ju Ren||Peng Sun. Attention-over-Attention Field-Aware Factorization Machine. AAAI[Internet]. 2020[cited 2023]; 6323-6330.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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