Xianjie Guo

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 15

Top Topics

Causal Structure

Conditional Independence

Structure Learning

Top Venues

IEEE Trans. Neural Networks Learn. Syst.

Publications

Shaojing Sheng, Xianjie Guo, Kui Yu, Xindong Wu
Local causal structure learning with missing data. Expert Syst. Appl. 238 (Part A) (2024)
Xianjie Guo, Kui Yu, Lin Liu, Fuyuan Cao, Jiuyong Li
Causal Feature Selection With Dual Correction. IEEE Trans. Neural Networks Learn. Syst. 35 (1) (2024)
Xianjie Guo, Kui Yu, Lin Liu, Jiuyong Li
FedCSL: A Scalable and Accurate Approach to Federated Causal Structure Learning. AAAI (2024)
Guodu Xiang, Hao Wang, Kui Yu, Xianjie Guo, Fuyuan Cao, Yukun Song
Bootstrap-Based Layerwise Refining for Causal Structure Learning. IEEE Trans. Artif. Intell. 5 (6) (2024)
Xiaoling Huang, Xianjie Guo, Yuling Li, Kui Yu
A novel data enhancement approach to DAG learning with small data samples. Appl. Intell. 53 (22) (2023)
Xianjie Guo, Kui Yu, Lin Liu, Pei-Pei Li, Jiuyong Li
Adaptive Skeleton Construction for Accurate DAG Learning. IEEE Trans. Knowl. Data Eng. 35 (10) (2023)
Shuai Yang, Xianjie Guo, Kui Yu, Xiaoling Huang, Tingting Jiang, Jin He, Lichuan Gu
Causal Feature Selection in the Presence of Sample Selection Bias. ACM Trans. Intell. Syst. Technol. 14 (5) (2023)
Jianli Huang, Xianjie Guo, Kui Yu, Fuyuan Cao, Jiye Liang
Towards Privacy-Aware Causal Structure Learning in Federated Setting. IEEE Trans. Big Data 9 (6) (2023)
Jianli Huang, Kui Yu, Xianjie Guo, Fuyuan Cao, Jiye Liang
Towards Privacy-Aware Causal Structure Learning in Federated Setting. CoRR (2022)
Xianjie Guo, Kui Yu, Fuyuan Cao, Pei-Pei Li, Hao Wang
Error-aware Markov blanket learning for causal feature selection. Inf. Sci. 589 (2022)
Xianjie Guo, Yujie Wang, Xiaoling Huang, Shuai Yang, Kui Yu
Bootstrap-based Causal Structure Learning. CIKM (2022)
Wentao Hu, Shuai Yang, Xianjie Guo, Kui Yu
Accelerating Learning Bayesian Network Structures by Reducing Redundant CI Tests. ICBK (2021)
Yujie Wang, Shuai Yang, Xianjie Guo, Kui Yu
Improving Gradient-based DAG Learning by Structural Asymmetry. ICBK (2021)
Kui Yu, Xianjie Guo, Lin Liu, Jiuyong Li, Hao Wang, Zhaolong Ling, Xindong Wu
Causality-based Feature Selection: Methods and Evaluations. ACM Comput. Surv. 53 (5) (2020)
Kui Yu, Xianjie Guo, Lin Liu, Jiuyong Li, Hao Wang, Zhaolong Ling, Xindong Wu
Causality-based Feature Selection: Methods and Evaluations. CoRR (2019)