An ant colony optimization algorithm for learning brain effective connectivity network from fMRI data. - Jinduo Liu 001; Junzhong Ji; Aidong Zhang; Peipeng Liang (BIBM, 2016)

Structural learning of Bayesian networks by bacterial foraging optimization. - Cuicui Yang; Junzhong Ji; Jiming Liu 001; Jinduo Liu 001; Baocai Yin (Int. J. Approx. Reason., 2016)

A comparative study on swarm intelligence for structure learning of Bayesian networks. - Junzhong Ji; Cuicui Yang; Jiming Liu 001; Jinduo Liu 001; Baocai Yin (Soft Comput., 2017)

Estimating Brain Effective Connectivity in fMRI data by Non-stationary Dynamic Bayesian Networks. - Jinduo Liu 001; Junzhong Ji; Liuyi Yao; Aidong Zhang (BIBM, 2019)

EC-GAN: Inferring Brain Effective Connectivity via Generative Adversarial Networks. - Jinduo Liu 001; Junzhong Ji; Guangxu Xun; Liuyi Yao; Mengdi Huai; Aidong Zhang (AAAI, 2020)

Global Interpretation for Patient Similarity Learning. - Mengdi Huai; Chenglin Miao; Jinduo Liu 001; Di Wang 015; Jingyuan Chou; Aidong Zhang (BIBM, 2020)

Learning Brain Effective Connectivity Network Structure Using Ant Colony Optimization Combining With Voxel Activation Information. - Jinduo Liu 001; Junzhong Ji; Xiuqin Jia; Aidong Zhang (IEEE J. Biomed. Health Informatics, 2020)

Estimating Effective Connectivity by Recurrent Generative Adversarial Networks. - Junzhong Ji; Jinduo Liu 001; Lu Han; Feipeng Wang (IEEE Trans. Medical Imaging, 2021)

Towards Automating Model Explanations with Certified Robustness Guarantees. - Mengdi Huai; Jinduo Liu 001; Chenglin Miao; Liuyi Yao; Aidong Zhang (AAAI, 2022)

Brain Effective Connectivity Learning with Deep Reinforcement Learning. - Yilin Lu; Jinduo Liu 001; Junzhong Ji; Han Lv; Mengdi Huai (BIBM, 2022)

Inferring Effective Connectivity Networks From fMRI Time Series With a Temporal Entropy-Score. - Jinduo Liu 001; Junzhong Ji; Guangxu Xun; Aidong Zhang (IEEE Trans. Neural Networks Learn. Syst., 2022)

Path-specific Causal Fair Prediction via Auxiliary Graph Structure Learning. - Liuyi Yao; Yaliang Li; Bolin Ding; Jingren Zhou 001; Jinduo Liu 001; Mengdi Huai; Jing Gao 004 (WWW, 2023)

A Survey on Brain Effective Connectivity Network Learning. - Junzhong Ji; Aixiao Zou; Jinduo Liu 001; Cuicui Yang; Xiaodan Zhang 003; Yongduan Song (IEEE Trans. Neural Networks Learn. Syst., 2023)

Concept-Level Model Interpretation From the Causal Aspect. - Liuyi Yao; Yaliang Li; Sheng Li 001; Jinduo Liu 001; Mengdi Huai; Aidong Zhang; Jing Gao 004 (IEEE Trans. Knowl. Data Eng., 2023)

MetaRLEC: Meta-Reinforcement Learning for Discovery of Brain Effective Connectivity. - Zuozhen Zhang; Junzhong Ji; Jinduo Liu 001 (AAAI, 2024)

Concept-Level Causal Explanation Method for Brain Function Network Classification. - Jinduo Liu 001; Feipeng Wang; Junzhong Ji (IJCAI, 2024)

River runoff causal discovery with deep reinforcement learning. - Junzhong Ji; Ting Wang; Jinduo Liu 001; Muhua Wang; Wei Tang (Appl. Intell., 2024)

Inferring causal protein signalling networks from single-cell data based on parallel discrete artificial bee colony algorithm. - Jinduo Liu 001; Jihao Zhai; Junzhong Ji (CAAI Trans. Intell. Technol., 2024)

Dynamic Effective Connectivity Learning Based on Nonparametric State Estimation and GAN. - Junzhong Ji; Lu Han; Feipeng Wang; Jinduo Liu 001 (IEEE Trans. Instrum. Meas., 2024)

Causal Learning and Knowledge Fusion Mechanism for Brain Functional Network Classification. - Junzhong Ji; Feipeng Wang; Lu Han; Jinduo Liu 001 (IEEE Trans. Signal Inf. Process. over Networks, 2024)

MetaCAE: Causal autoencoder with meta-knowledge transfer for brain effective connectivity estimation. - Junzhong Ji; Zuozhen Zhang; Lu Han; Jinduo Liu 001 (Comput. Biol. Medicine, 2024)

Exploring Brain Effective Connectivity Networks Through Spatiotemporal Graph Convolutional Models. - Aixiao Zou; Junzhong Ji; Minglong Lei; Jinduo Liu 001; Yongduan Song (IEEE Trans. Neural Networks Learn. Syst., 2024)

MCAN: Multimodal Causal Adversarial Networks for Dynamic Effective Connectivity Learning From fMRI and EEG Data. - Jinduo Liu 001; Lu Han; Junzhong Ji (IEEE Trans. Medical Imaging, 2024)

Brain Effective Connectivity Estimation via Fourier Spatiotemporal Attention. - Wen Xiong; Jinduo Liu 001; Junzhong Ji; Fenglong Ma (KDD (1), 2025)

Multi-atlas functional and effective connectivity attention fusion method for autism spectrum disorder diagnosis. - Minqi Yu; Jinduo Liu 001; Junzhong Ji (Eng. Appl. Artif. Intell., 2025)

MsAD-LEC: Estimating large-scale brain effective connectivity network based on multi-subgraph attention diffusion. - Junzhong Ji; Jingdong Fan; Jinduo Liu 001 (Knowl. Based Syst., 2025)