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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 5: AAAI-21 Technical Tracks 5

NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction

February 1, 2023

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Authors

Yin Gu

University of Science and Technology of China


Qi Liu

University of Science and Technology of China


Kai Zhang

University of Science and Technology of China


Zhenya Huang

University of Science and Technology of China


Runze Wu

NetEase Fuxi AI Lab


Jianrong Tao

NetEase Fuxi AI Lab


DOI:

10.1609/aaai.v35i5.16528


Abstract:

Match outcome prediction in group comparison setting is a challenging but important task. Existing works mainly focus on learning individual effects or mining limited interactions between teammates, which is not sufficient for capturing complex interactions between teammates as well as between opponents. Besides, the importance of interacting with different characters is still largely underexplored. To this end, we propose a novel Neural Attentional Cooperation-competition model (NeuralAC), which incorporates weighted-cooperation effects (i.e., intra-team interactions) and weighted-competition effects (i.e., inter-team interactions) for predicting match outcomes. Specifically, we first project individuals to latent vectors and learn complex interactions through deep neural networks. Then, we design two novel attention-based mechanisms to capture the importance of intra-team and inter-team interactions, which enhance NeuralAC with both accuracy and interpretability. Furthermore, we demonstrate NeuralAC can generalize several previous works. To evaluate the performances of NeuralAC, we conduct extensive experiments on four E-sports datasets. The experimental results clearly verify the effectiveness of NeuralAC compared with several state-of-the-art methods.

Topics: AAAI

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HOW TO CITE:

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction Proceedings of the AAAI Conference on Artificial Intelligence (2021) 4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction AAAI 2021, 4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao (2021). NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction. Proceedings of the AAAI Conference on Artificial Intelligence, 4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao. NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao. 2021. NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction. "Proceedings of the AAAI Conference on Artificial Intelligence". 4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao. (2021) "NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction", Proceedings of the AAAI Conference on Artificial Intelligence, p.4072-4080

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao, "NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction", AAAI, p.4072-4080, 2021.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao. "NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao. "NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 4072-4080.

Yin Gu||Qi Liu||Kai Zhang||Zhenya Huang||Runze Wu||Jianrong Tao. NeuralAC: Learning Cooperation and Competition Effects for Match Outcome Prediction. AAAI[Internet]. 2021[cited 2023]; 4072-4080.


ISSN: 2374-3468


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