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Siwei Xia

2 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • stat.ME2

identity via Semantic Scholar / OpenAlex

most citedSparse Laplacian Shrinkage with the Graphical Lasso Estimator for Regression Problems

1 citations · 1 across the 1 of their papers we have counts for

collaborators

2 papers

stat.ME2020

Interaction Pursuit Biconvex Optimization

Yuehan Yang, Siwei Xia, Hu Yang

Multivariate regression models are widely used in various fields such as biology and finance. In this paper, we focus on two key challenges: (a) When should we favor a multivariate…

stat.ME2019★ 1 cited

Sparse Laplacian Shrinkage with the Graphical Lasso Estimator for Regression Problems

Yuehan Yang, Siwei Xia, Hu Yang

This paper considers a high-dimensional linear regression problem where there are complex correlation structures among predictors. We propose a graph-constrained regularization pro…

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