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Lin Liu

Shanghai Jiao Tong University (from arXiv:2408.06103, 2024) · ORCID · OpenAlex

104 papers in scope · 101 published · 4 on the econ.EM arXiv · 4,164 citations · h-index 31 (over the papers listed here)

Related authors

The 20 authors closest to this one in our weighted citation graph, most related first.

  1. Rajarshi Mukherjee
  2. Pragya Sur
  3. Kuanhao Jiang
  4. Subhabrata Sen
  5. Yujia Gu
  6. James M. Robins
  7. Xingyu Chen
  8. Lin Liu
  9. Chang Li
  10. Na Liu
  11. Lin Liu
  12. Mehrdad Ghadiri
  13. Mahyar JafariNodeh
  14. Ali Jadbabaie
  15. Christoph Breunig
  16. Yulin Zhang
  17. Lin Liu
  18. Wei Ma
  19. Lin Liu
  20. Zheng Zhang

Proximity is measured over citations between two papers we both hold, weighted by how heavily one leans on the other, and is symmetric — it does not distinguish citing from being cited. Authors without a profile here are skipped, and a genuinely close colleague can be missing simply because their work is not in our arXiv corpus. Method: docs/06-citations-pipeline.md.

Papers

(4 of 104)

Bias reduction in g-computation for covariate adjustment in randomized clinical trials
published2026 · Biometrics
with Xin Zhang, Haitao Chu
TACO: TabPFN augmented causal outcomes for early detection of long COVID
published2026 · Machine Learning Science and Technology · 1 citations
with Sindy Licette Pinero, Ngoc Duong, Xiaomei Li, Jiuyong Li, Sang Hong Lee, Marnie Winter, Thin Nguyen, Junpeng Zhang, Thuc Duy Le
Linking model intervention to causal interpretation in model explanation
published2025 · Pattern Recognition · first circulated 2024
with Debo Cheng, Ziqi Xu, Jiuyong Li, Kui Yu, Thuc Duy Le, Jixue Liu
A Fractional-Order Memristive Hopfield Neural Network and Its Application in Medical Image Encryption
published2025 · Mathematics · 5 citations
with Hua Sun, Jie Jin, Hairong Lin
Learning instrumental variable representation for debiasing in recommender systems
published2025 · Neural Networks · 4 citations
with Huang Zhi-rong, Shichao Zhang, Debo Cheng, Jiuyong Li, Guangquan Lu, Guixian Zhang
Causal reinforcement learning for train scheduling on single-track railway networks
published2025 · Transportation Research Part C Emerging Technologies · 3 citations
with Feiyu Yang, Jixue Liu, Jiuyong Li, Shengjie Wang, Wenqing Li, Shaoquan Ni
Data-driven learning optimal K values for K-nearest neighbour matching in causal inference
published2025 · Data Mining and Knowledge Discovery · 2 citations
with Yinghao Zhang, Tingting Xu, Debo Cheng, Jiuyong Li, Ziqi Xu, Zaiwen Feng
Diffusion Models for Attribution
published2025 · Proceedings of the AAAI Conference on Artificial Intelligence
with Xiongren Chen, Jiuyong Li, Jixue Liu, Stefan Peters, Thuc Duy Le, Wentao Gao, Xuan Du, Anthony Walsh
Does the Digital Economy Promote Renewable Energy?—Evidence From a Cross‐National Sample
published2025 · Asia & the Pacific Policy Studies · 10 citations
with Jing Liu, Jianing Zhang, Yiyang Zhao
Is it still fair? A comparative evaluation of fairness algorithms through the lens of covariate drift
published2025 · Machine Learning · 3 citations
with Oscar Blessed Deho, Michael Bewong, Selasi Kwashie, Jiuyong Li, Jixue Liu, Srécko Joksimovíc
Time and frequency synergy for source-free time-series domain adaptations
published2024 · Information Sciences · 8 citations
with Muhammad Tanzil Furqon, Mahardhika Pratama, Ary Mazharuddin Shiddiqi, H. Habibullah, Kutluyıl Doğançay
working paper2024 · arXiv · 1 citations
Footprint family of China's coal-based synthetic natural gas industry
published2024 · Energy · 9 citations
with Junjie Li, Yulong Yan, Lin Peng, Dongpeng Zhou, Yirong Wang, Jie Zhang, Ying Cao, Kun Lin, Menggang Li, Kechang Xie
Progressive Skeleton Learning for Effective Local-to-Global Causal Structure Learning
published2024 · IEEE Transactions on Knowledge and Data Engineering · 9 citations
with Xianjie Guo, Kui Yu, Jiuyong Li, Jiye Liang, Fuyuan Cao, Xindong Wu
working paper2024 · arXiv
Few-Shot Continual Learning via Flat-to-Wide Approaches
published2024 · IEEE Transactions on Neural Networks and Learning Systems · 6 citations
with M. Anwar Ma’sum, Mahardhika Pratama, Edwin Lughofer, Habibullah, Ryszard Kowalczyk
Characteristics and prediction of urban interaction networks from the perspective of traffic flow and text information flow
published2024 · Environment and Planning B Urban Analytics and City Science · 3 citations
with Yi Sun, Wanwu Li
Defend against adversarial attacks in malware detection through attack space management
published2024 · Computers & Security · 12 citations
with Liang Liu, Xinyu Kuang, Lei Zhang
Application of complex deep neural networks in complex data processing and comparative analysis of activation functions
published2024 · IET conference proceedings.
with Junxiang Yang, Ying Zhou, Hui Ma, Kun Lv, Hongwei Liu
Instrumental Variable Estimation for Causal Inference in Longitudinal Data with Time-Dependent Latent Confounders
published2024 · Proceedings of the AAAI Conference on Artificial Intelligence · 8 citations · first circulated 2023
with Debo Cheng, Ziqi Xu, Jiuyong Li, Jixue Liu, Wentao Gao, Thuc Duy Le
FedCSL: A Scalable and Accurate Approach to Federated Causal Structure Learning
published2024 · Proceedings of the AAAI Conference on Artificial Intelligence · 8 citations
with Xianjie Guo, Kui Yu, Jiuyong Li
Data-Driven Causal Effect Estimation Based on Graphical Causal Modelling: A Survey
published2023 · ACM Computing Surveys · 44 citations · first circulated 2022
with Debo Cheng, Jiuyong Li, Jixue Liu, Thuc Duy Le
Feature Selection for Efficient Local-to-global Bayesian Network Structure Learning
published2023 · ACM Transactions on Knowledge Discovery from Data · 10 citations · first circulated 2021
with Kui Yu, Zhaolong Ling, Peipei Li, Hao Wang, Jiuyong Li
published2023 · Journal of Econometrics · 6 citations
Causal Inference with Conditional Instruments Using Deep Generative Models
published2023 · Proceedings of the AAAI Conference on Artificial Intelligence · 17 citations · first circulated 2022
with Debo Cheng, Ziqi Xu, Jiuyong Li, Jixue Liu, Thuc Duy Le
Disentangled Representation for Causal Mediation Analysis
published2023 · Proceedings of the AAAI Conference on Artificial Intelligence · 12 citations
with Ziqi Xu, Debo Cheng, Jiuyong Li, Jixue Liu, Ke Wang
Multi-Label Feature Selection Via Adaptive Label Correlation Estimation
published2023 · ACM Transactions on Knowledge Discovery from Data · 36 citations
with Zan Zhang, Zhe Zhang, Jialu Yao, Jiuyong Li, Gongqing Wu, Xindong Wu
Adaptive Skeleton Construction for Accurate DAG Learning
published2023 · IEEE Transactions on Knowledge and Data Engineering · 26 citations
with Xianjie Guo, Kui Yu, Peipei Li, Jiuyong Li
Discovering Ancestral Instrumental Variables for Causal Inference From Observational Data
published2023 · IEEE Transactions on Neural Networks and Learning Systems · 15 citations · first circulated 2022
with Debo Cheng, Jiuyong Li, Kui Yu, Thuc Duy Le, Jixue Liu, Thuc Duy Lee
working paper2023 · arXiv
DATM: A Novel Data Agnostic Topic Modeling Technique With Improved Effectiveness for Both Short and Long Text
published2023 · IEEE Access · 5 citations
with Michael Bewong, John Wondoh, Selasi Kwashie, Jixue Liu, Jiuyong Li, Md Zahidul Islam, David Kernot
Design of Adaptive Defense System for Marketing Information Management Based on Blockchain Technology
published2023 · Atlantis Highlights in Intelligent Systems/Atlantis highlights in intelligent systems
Local Search for Efficient Causal Effect Estimation
published2022 · IEEE Transactions on Knowledge and Data Engineering · 15 citations · first circulated 2020
with Debo Cheng, Jiuyong Li, Jiji Zhang, Jixue Liu, Thuc Duy Le
Has the healthy city pilot policy improved urban health development performance in China? Evidence from a quasi-natural experiment
published2022 · Sustainable Cities and Society · 36 citations
with Yujie Wang, Ruirui Pei, Xiao Gu, Bei Liu
Exploring large-scale spatial distribution of fear of crime by integrating small sample surveys and massive street view images
published2022 · Environment and Planning B Urban Analytics and City Science · 8 citations
with Fengrui Jing, Suhong Zhou, Zhenlong Li, Jiangyu Song, Linsen Wang, MA Ruo-fei, Xiaoming Li
Causal learner: A toolbox for causal structure and Markov blanket learning
published2022 · Pattern Recognition Letters · 37 citations · first circulated 2021
with Zhaolong Ling, Kui Yu, Yiwen Zhang, Jiuyong Li
What is the Most Effective Intervention to Increase Job Retention for this Disabled Worker?
published2022 · Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining · 5 citations
with Ha Xuan Tran, Thuc Duy Le, Jiuyong Li, Jixue Liu, Yanchang Zhao, Tony Waters
The KDD 2022 Workshop on Causal Discovery (CD2022)
published2022 · Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining
with Thuc Duy Le, Emre Kıcıman, Sofia Triantafyllou, Huan Liu
Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
published2022 · Applied Intelligence · 1 citations
with Jiuyong Li, Shisheng Zhang, Saisai Ma, Thuc Duy Le, Jixue Liu
Ancestral Instrument Method for Causal Inference without Complete Knowledge
published2022 · Proceedings of the Thirty-First International Joint Conference on Artificial Intelligence · 7 citations
with Debo Cheng, Jiuyong Li, Jiji Zhang, Thuc Duy Le, Jixue Liu, Thuc duy Le
Causal Feature Selection With Dual Correction
published2022 · IEEE Transactions on Neural Networks and Learning Systems · 25 citations
with Xianjie Guo, Kui Yu, Fuyuan Cao, Jiuyong Li
Integrating Global and Local Feature Selection for Multi-Label Learning
published2022 · ACM Transactions on Knowledge Discovery from Data · 21 citations
with Zan Zhang, Jiuyong Li, Xindong Wu
Sufficient dimension reduction for average causal effect estimation
published2022 · Data Mining and Knowledge Discovery · 22 citations · first circulated 2020
with Debo Cheng, Jiuyong Li, Thuc Duy Le, Jixue Liu, Kui Yu
PSL: An Algorithm for Partial Bayesian Network Structure Learning
published2022 · ACM Transactions on Knowledge Discovery from Data · 7 citations
with Zhaolong Ling, Kui Yu, Jiuyong Li, Yiwen Zhang, Xindong Wu
Toward Unique and Unbiased Causal Effect Estimation From Data With Hidden Variables
published2022 · IEEE Transactions on Neural Networks and Learning Systems · 25 citations · first circulated 2020
with Debo Cheng, Jiuyong Li, Kui Yu, Thuc Duy Le, Jixue Liu, Thuc Duy Lee
A Unified Survey of Treatment Effect Heterogeneity Modelling and Uplift Modelling
published2021 · ACM Computing Surveys · 48 citations · first circulated 2020
with Weijia Zhang, Jiuyong Li
Multilabel Feature Selection: A Local Causal Structure Learning Approach
published2021 · IEEE Transactions on Neural Networks and Learning Systems · 41 citations
with Kui Yu, Mingzhu Cai, Xingyu Wu, Jiuyong Li
Treatment Effect Estimation with Disentangled Latent Factors
published2021 · Proceedings of the AAAI Conference on Artificial Intelligence · 59 citations · first circulated 2020
with Weijia Zhang, Jiuyong Li
A Unified View of Causal and Non-causal Feature Selection
published2021 · ACM Transactions on Knowledge Discovery from Data · 88 citations · first circulated 2018
with Kui Yu, Jiuyong Li
Burglaries and entry controls in gated communities
published2021 · Urban Studies · 25 citations
with Zengli Wang, Cory P. Haberman, Minxuan Lan, Bo Yang, Hanlin Zhou
Adaptive estimation of nonparametric functionals
published2021 · Journal of Machine Learning Research · 7 citations · first circulated 2016
Efficient Estimation of Optimal Regimes Under a No Direct Effect Assumption
published2020 · Journal of the American Statistical Association · 1 citations · first circulated 2019
Causality-based Feature Selection
published2020 · ACM Computing Surveys · 194 citations · first circulated 2019
with Kui Yu, Xianjie Guo, Jiuyong Li, Hao Wang, Zhaolong Ling, Xindong Wu
Linking Luojia 1-01 nightlight imagery to urban crime
published2020 · Applied Geography · 31 citations
with Hanlin Zhou, Minxuan Lan, Zengli Wang
Rejoinder: On nearly assumption-free tests of nominal confidence interval coverage for causal parameters estimated by machine learning
published2020 · Statistical Science · 13 citations · first circulated 2019
A spatio-temporal method for crime prediction using historical crime data and transitional zones identified from nightlight imagery
published2020 · International Journal of Geographical Information Systems · 49 citations
with Bo Yang, Minxuan Lan, Zengli Wang, Hanlin Zhou, Hongjie Yu
The bright and dark sides of social cyberloafing: Effects on employee mental health in China
published2020 · Journal of Business Research · 169 citations
with Jinnan Wu, Wenjuan Mei, Joseph C. Ugrin
Integrative Analysis of Spatial Heterogeneity and Overdispersion of Crime with a Geographically Weighted Negative Binomial Model
published2020 · ISPRS International Journal of Geo-Information · 39 citations
with Jianguo Chen, Luzi Xiao, Chong Xu, Dongping Long
Accurate data-driven prediction does not mean high reproducibility
published2020 · Nature Machine Intelligence · 57 citations
with Jiuyong Li, Thuc Duy Le, Jixue Liu
Causal Query in Observational Data with Hidden Variables
published2020 · Frontiers in artificial intelligence and applications · 4 citations
with Debo Cheng, Jiuyong Li, Jixue Liu, Kui Yu, Thuc Duy Le
Comparison of Machine Learning Algorithms for Predicting Crime Hotspots
published2020 · IEEE Access · 101 citations
with Xu Zhang, Luzi Xiao, Jiakai Ji
BAMB
published2019 · ACM Transactions on Intelligent Systems and Technology · 69 citations
with Zhaolong Ling, Kui Yu, Hao Wang, Wei Ding, Xindong Wu
Discovering context specific causal relationships
published2019 · Intelligent Data Analysis · 1 citations · first circulated 2018
with Saisai Ma, Jiuyong Li, Thuc Duy Le
Learning Markov Blankets From Multiple Interventional Data Sets
published2019 · IEEE Transactions on Neural Networks and Learning Systems · 23 citations
with Kui Yu, Jiuyong Li
An improvement method for degree and its extending centralities in directed networks
published2019 · Physica A Statistical Mechanics and its Applications · 23 citations
with Peng Jia, Jiayong Liu, Cheng Huang, Chunyang Xu
Multi-Source Causal Feature Selection
published2019 · IEEE Transactions on Pattern Analysis and Machine Intelligence · 117 citations
with Kui Yu, Jiuyong Li, Wei Ding, Thuc Duy Le
Dominant Interannual Covariations of the East Asian–Australian Land Precipitation during Boreal Winter
published2019 · Journal of Climate · 16 citations
with Jianping Guo, Wen Chen, Renguang Wu, Lin Wang, Hainan Gong, Bo Liu, Dandan Chen, Jian Li
Data-driven discovery of causal interactions
published2019 · International Journal of Data Science and Analytics · 5 citations
with Saisai Ma, Jiuyong Li, Thuc Duy Le
Estimating heterogeneous treatment effect by balancing heterogeneity and fitness
published2018 · BMC Bioinformatics · 5 citations
with Weijia Zhang, Thuc Duy Le, Jiuyong Li
Authenticated semiquantum dialogue with secure delegated quantum computation over a collective noise channel
published2018 · Quantum Information Processing · 12 citations
with Min Xiao, Xiuli Song
Income inequality among minority farmers in China: Does social capital have a role?
published2018 · Review of Development Economics · 24 citations
with Krishna P. Paudel, Guanghao Li, Ming Lei
Guest Editorial: Special Issue on Causal Discovery 2017
published2018 · International Journal of Data Science and Analytics · 1 citations
with Jiuyong Li, Kun Zhang, Emre Kıcıman, Negar Kiyavash
A Regional Topic Model Using Hybrid Stochastic Variational Gibbs Sampling for Real-Time Video Mining
published2018 · Algorithms · 1 citations
with Lin Tang, Jianhou Gan
Mining Markov Blankets Without Causal Sufficiency
published2018 · IEEE Transactions on Neural Networks and Learning Systems · 37 citations
with Kui Yu, Jiuyong Li, Huanhuan Chen
Multi-server blind quantum computation over collective-noise channels
published2018 · Quantum Information Processing · 5 citations
with Min Xiao, Xiuli Song
Mining heterogeneous causal effects for personalized cancer treatment
published2017 · Bioinformatics · 41 citations
with Weijia Zhang, Thuc Duy Le, Zhi-Hua Zhou, Jiuyong Li
Residential segregation and perceptions of social integration in Shanghai, China
published2017 · Urban Studies · 120 citations
with Youqin Huang, Wenhong Zhang
Causal Decision Trees
published2016 · IEEE Transactions on Knowledge and Data Engineering · 66 citations
with Jiuyong Li, Saisai Ma, Thuc Duy Le, Jixue Liu
A Fast PC Algorithm for High Dimensional Causal Discovery with Multi-Core PCs
published2016 · IEEE/ACM Transactions on Computational Biology and Bioinformatics · 139 citations
with Thuc Duy Le, Tao Hoang, Jiuyong Li, Huawen Liu, Shu Hu
Vulnerability of complex networks under three-level-tree attacks
published2016 · Physica A Statistical Mechanics and its Applications · 25 citations
with Yaohui Hao, Han Ji-hong, Yi Lin
Predicting miRNA Targets by Integrating Gene Regulatory Knowledge with Expression Profiles
published2016 · PLoS ONE · 19 citations
with Weijia Zhang, Thuc Duy Le, Zhi-Hua Zhou, Jiuyong Li
Identifying Cancer Subtypes from miRNA-TF-mRNA Regulatory Networks and Expression Data
published2016 · PLoS ONE · 79 citations
with Taosheng Xu, Thuc Duy Le, Rujing Wang, Bingyu Sun, Jiuyong Li
miRLAB: An R Based Dry Lab for Exploring miRNA-mRNA Regulatory Relationships
published2015 · PLoS ONE · 37 citations
with Thuc Duy Le, Junpeng Zhang, Huawen Liu, Jiuyong Li
Mining combined causes in large data sets
published2015 · Knowledge-Based Systems · 20 citations
with Saisai Ma, Jiuyong Li, Thuc Duy Le
mirPRo–a novel standalone program for differential expression and variation analysis of miRNAs
published2015 · Scientific Reports · 86 citations
with J. Y. Shi, Min Dong, Lei Li, Agustín Luz-Madrigal, Panagiotis A. Tsonis, Katia Del Rio-Tsonis, Chun Liang
An improved method of night-time light saturation reduction based on EVI
published2015 · International Journal of Remote Sensing · 90 citations
with Li Zhuo, Jing Zheng, Xiaofan Zhang, Jun Li
Ensemble Methods for MiRNA Target Prediction from Expression Data
published2015 · PLoS ONE · 31 citations
with Thuc Duy Le, Junpeng Zhang, Jiuyong Li
Polygon-based approach for extracting multilane roads from OpenStreetMap urban road networks
published2014 · International Journal of Geographical Information Systems · 43 citations
with Qiuping Li, Hongchao Fan, Xuechen Luan, Bisheng Yang
Comparison of Metatranscriptomic Samples Based on k-Tuple Frequencies
published2014 · PLoS ONE · 28 citations
with Ying Wang, Lina Chen, Ting Chen, Fengzhu Sun
Aestheticisation, rent-seeking, and rural gentrification amidst China's rapid urbanisation: The case of Xiaozhou village, Guangzhou
published2013 · Journal of Rural Studies · 139 citations
with Junxi Qian, Shenjing He
Simulation of pedestrian counter flow through bottlenecks by using an agent-based model
published2013 · Physica A Statistical Mechanics and its Applications · 60 citations
with Jicai Dai, Xia Li
Identification, Expression and Target Gene Analyses of MicroRNAs in Spodoptera litura
published2012 · PLoS ONE · 29 citations
with Zhongchen Rao, Wenyin He, Sichun Zheng, Lihua Huang, Qili Feng
A bottom‐up approach to discover transition rules of cellular automata using ant intelligence
published2008 · International Journal of Geographical Information Systems · 186 citations
with Xiaoping Liu, Xia Li, Jinqiang He, Bin Ai
The Effect of Power and Space on Foreign Diplomatic Presence in the United States: a Spatial Modeling Approach
published2006 · Geographic information sciences · 4 citations
with Imam M. Xierali
Statistical Inference for the Difference Between the Best Treatment Mean and a Control Mean
published2006 · Journal of the American Statistical Association · 4 citations
with Chu-In Charles Lee, Jianan Peng
Explaining foreign diplomatic presence in the U.S. with spatial models: a liberal spatial perspective
published2006 · GeoJournal · 12 citations
with Imam M. Xierali
A One-Sided Multiple Comparison Procedure in Restricted Normal Models
published2005 · 中國統計學報
with Charles Chu-In Lee, Jianan Peng
The direction of causality between financial development and economic growth
published2003 · Journal of Development Economics · 1113 citations · first circulated 2002
with César Calderón
Max–min multiple comparison procedure for isotonic dose–response curves
published2002 · Journal of Statistical Planning and Inference · 9 citations
with Chu-In Charles Lee, Jianan Peng
Simultaneous statistical inference for monotone dose-response means
published2001 · RSC Advances · 6 citations
FUZZY BAYESIAN NETWORKS — A GENERAL FORMALISM FOR REPRESENTATION, INFERENCE AND LEARNING WITH HYBRID BAYESIAN NETWORKS
published2000 · International Journal of Pattern Recognition and Artificial Intelligence · 40 citations
with Heping Pan
A multiple comparisons procedure for detecting differences between treatments and a control in two-factor experiments
published2000 · Communication in Statistics-Theory and Methods · 1 citations
with Jianan Peng, Chu-In Charles Lee
Knowledge-Dependent Perceptual Grouping.
published1998 · International Conference on Neural Information Processing
with Aike Guo, Haijian Sun
Application of symplectic algorithms in computation of LCN.
published1993 · AcASn
with Xinhao Liao, Zhangyin Zhao

Assembled from arXiv and OpenAlex. Duplicate records for the same paper are merged, and the published version is shown where we could identify one. Corrections welcome.