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

Instance-Adaptive Graph for EEG Emotion Recognition

February 1, 2023

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Authors

Tengfei Song

Southeast University


Suyuan Liu

Southeast University


Wenming Zheng

Southeast University


Yuan Zong

Southeast University


Zhen Cui

Nanjing University of Science and Technology


DOI:

10.1609/aaai.v34i03.5656


Abstract:

To tackle the individual differences and characterize the dynamic relationships among different EEG regions for EEG emotion recognition, in this paper, we propose a novel instance-adaptive graph method (IAG), which employs a more flexible way to construct graphic connections so as to present different graphic representations determined by different input instances. To fit the different EEG pattern, we employ an additional branch to characterize the intrinsic dynamic relationships between different EEG channels. To give a more precise graphic representation, we design the multi-level and multi-graph convolutional operation and the graph coarsening. Furthermore, we present a type of sparse graphic representation to extract more discriminative features. Experiments on two widely-used EEG emotion recognition datasets are conducted to evaluate the proposed model and the experimental results show that our method achieves the state-of-the-art performance.

Topics: AAAI

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HOW TO CITE:

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui Instance-Adaptive Graph for EEG Emotion Recognition Proceedings of the AAAI Conference on Artificial Intelligence (2020) 2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui Instance-Adaptive Graph for EEG Emotion Recognition AAAI 2020, 2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui (2020). Instance-Adaptive Graph for EEG Emotion Recognition. Proceedings of the AAAI Conference on Artificial Intelligence, 2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui. Instance-Adaptive Graph for EEG Emotion Recognition. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui. 2020. Instance-Adaptive Graph for EEG Emotion Recognition. "Proceedings of the AAAI Conference on Artificial Intelligence". 2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui. (2020) "Instance-Adaptive Graph for EEG Emotion Recognition", Proceedings of the AAAI Conference on Artificial Intelligence, p.2701-2708

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui, "Instance-Adaptive Graph for EEG Emotion Recognition", AAAI, p.2701-2708, 2020.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui. "Instance-Adaptive Graph for EEG Emotion Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui. "Instance-Adaptive Graph for EEG Emotion Recognition". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 2701-2708.

Tengfei Song||Suyuan Liu||Wenming Zheng||Yuan Zong||Zhen Cui. Instance-Adaptive Graph for EEG Emotion Recognition. AAAI[Internet]. 2020[cited 2023]; 2701-2708.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
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101, Palo Alto, California 94303 All Rights Reserved

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