代表性成果
近五年,以第一作者/通讯作者发表学术论文20余篇,包括IEEE TMI、IEEE TNNLS、IEEE TSIPN、IEEE TNSRE、IEEE TIM等期刊,AAAI、IJCAI等CCF A类会议。代表作如下:
(1) Zuozhen Zhang, Junzhong Ji, Jinduo Liu*. MetaRLEC: Meta-Reinforcement Learning for Discovery of Brain Effective Connectivity. The 38th AAAI Conference on Artificial Intelligence (AAAI-24), 38 (9), 10261-10269, 2024. (CCF A类会议)
(2) Jinduo Liu, Feipeng Wang, Junzhong Ji. Concept-Level Causal Explanation Method for Brain Function Network Classification. The 33rd International Joint Conference on Artificial Intelligence (IJCAI-24), 2024. (CCF A类会议)
(3) Jinduo Liu, Junzhong Ji, Guangxu Xun, Liuyi Yao, Mengdi Huai and Aidong Zhang. EC-GAN: inferring brain effective connectivity via generative adversarial networks. The 34th AAAI Conference on Artificial Intelligence (AAAI-20), 34(4), 4852-4859, 2020. (CCF A类会议)
(4) Jinduo Liu, Lu Han, Junzhong Ji. MCAN: Multimodal Causal Adversarial Networks for Dynamic Effective Connectivity Learning from fMRI and EEG Data. IEEE Transactions on Medical Imaging (TMI), 2024.
(5) Jinduo Liu, Junzhong Ji, Guangxu Xun, Aidong Zhang. Inferring Effective Connectivity Networks from fMRI Time Series with a Temporal Entropy-score. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 33(10), 5993-6006, 2022.
(6) Junzhong Ji, Feipeng Wang, Lu Han, Jinduo Liu*. Causal Learning and Knowledge Fusion Mechanism for Brain Functional Network Classification. IEEE Transactions on Signal and Information Processing over Networks (TSIPN), 2024.
(7) Han Lv, Jinduo Liu*, Qian Chen, Junzhong Ji, Jihao Zhai, Zuozhen Zhang, Zhaodi Wang, Shusheng Gong, Zhenchang Wang. Brain network evaluation by functional-guided effective connectivity reinforcement learning method indicates therapeutic effect for tinnitus. IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE), 32, 1132-1141, 2024.
(8) Junzhong Ji, Lu Han, Feipeng Wang, Jinduo Liu*. Dynamic Effective Connectivity Learning based on non-Parametric State Estimation and GAN. IEEE Transactions on Instrumentation and Measurement (TIM), 73, 1-12, 2024.
(9) Junzhong Ji*, Jinduo Liu*, Lu Han and Feipeng Wan. Estimating effective connectivity by recurrent generative adversarial networks. IEEE Transactions on Medical Imaging (TMI), 40(12), 3326-3336, 2021.
(10) Jinduo Liu, Jihao Zhai, Junzhong Ji. Inferring Causal Protein Signaling Networks from Single-cell Data based on Parallel Discrete Artificial Bee Colony Algorithm. CAAI Transactions on Intelligence Technology (TRIT), 2024.
学术服务
(1) 国际会议程序委员会委员 (PC Member):SIGKDD (2023-2025), AAAI (2023-2025), IJCAI (2023-2024), ACM MM (2024-2025), NeurIPS (2024), MICCAI (2023-2024), SDM (2023), ICME (2022-2023)等
(2) 国际期刊审稿人:IEEE TMI, IEEE TNNLS, IEEE TASE, IEEE TETCI等