ML Anthology
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Shen, Xiaotong
13 publications
JMLR
2024
Causal Discovery with Generalized Linear Models Through Peeling Algorithms
Minjie Wang
,
Xiaotong Shen
,
Wei Pan
CLeaR
2024
Inference of Nonlinear Causal Effects with Application to TWAS with GWAS Summary Data
Ben Dai
,
Chunlin Li
,
Haoran Xue
,
Wei Pan
,
Xiaotong Shen
JMLR
2023
Inference for a Large Directed Acyclic Graph with Unspecified Interventions
Chunlin Li
,
Xiaotong Shen
,
Wei Pan
JMLR
2020
A Regularization-Based Adaptive Test for High-Dimensional GLMs
Chong Wu
,
Gongjun Xu
,
Xiaotong Shen
,
Wei Pan
JMLR
2019
Smooth Neighborhood Recommender Systems
Ben Dai
,
Junhui Wang
,
Xiaotong Shen
,
Annie Qu
JMLR
2016
A New Algorithm and Theory for Penalized Regression-Based Clustering
Chong Wu
,
Sunghoon Kwon
,
Xiaotong Shen
,
Wei Pan
JMLR
2015
Simultaneous Pursuit of Sparseness and Rank Structures for Matrix Decomposition
Qi Yan
,
Jieping Ye
,
Xiaotong Shen
JMLR
2013
Cluster Analysis: Unsupervised Learning via Supervised Learning with a Non-Convex Penalty
Wei Pan
,
Xiaotong Shen
,
Binghui Liu
JMLR
2011
Large Margin Hierarchical Classification with Mutually Exclusive Class Membership
Huixin Wang
,
Xiaotong Shen
,
Wei Pan
JMLR
2009
On Efficient Large Margin Semisupervised Learning: Method and Theory
Junhui Wang
,
Xiaotong Shen
,
Wei Pan
JMLR
2007
Large Margin Semi-Supervised Learning
Junhui Wang
,
Xiaotong Shen
JMLR
2007
Penalized Model-Based Clustering with Application to Variable Selection
Wei Pan
,
Xiaotong Shen
AISTATS
2007
Preface
Marina Meila
,
Xiaotong Shen