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Heng Lian
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Heng Lian19 visible / 19 total nodes / 50 links

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Related contextRelated contextRelated contextCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipCo-authorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipAuthorshipWorks onWorks onWorks onWorks onAuthorshipWorks onWorks onWorks onWorks onWorks onWorks onWorks onWorks onAuthorshipAuthorshipAuthorshipAuthorshipTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalTopic signalHeng LianAHeng LianResearcherRobust Tensor Regression with Nonconvexity: Algorithmic and Statistical TheoryWRobust Tensor Regressio...preprint / 2026Jicai LiuAJicai LiuResearcherWeihua ZhaoAWeihua ZhaoResearcherZihao SongAZihao SongResearcherOnline Deep Learning from Doubly-Streaming DataWOnline Deep Learning fr...preprint / 2022Convergence of Nonparametric Functional Regression Estimates with Functional ResponsesWConvergence of Nonparam...preprint / 2011A simple and efficient algorithm for fused lasso signal approximator with convex loss functionWA simple and efficient ...preprint / 2010Gaussian Process Models for Nonparametric Functional Regression with Functional ResponsesWGaussian Process Models...preprint / 2010Flexible Shrinkage Estimation in High-Dimensional Varying Coefficient ModelsWFlexible Shrinkage Esti...preprint / 2010Shrinkage Estimation and Selection for Multiple Functional RegressionWShrinkage Estimation an...preprint / 2011Semiparametric Bayesian Information Criterion for Model Selection in Ultra-high Dimensional Additive ModelsWSemiparametric Bayesian...preprint / 2011Functional Partial Linear ModelWFunctional Partial Line...preprint / 2012Minimax Prediction for Functional Linear Regression with Functional Responses in Reproducing Kernel Hilbert SpacesWMinimax Prediction for ...preprint / 2012Reduced-rank Regression in Sparse Multivariate Varying-Coefficient Models with High-dimensional CovariatesWReduced-rank Regression...preprint / 2013MethodologyTMethodology5119 worksComputationTComputation1468 worksMachine LearningTMachine Learning49008 worksGaussian process single-index models as emulators for computer experimentsWGaussian process single...preprint / 2011
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Heng Lian

Researcher

PaperRobust Tensor Regression with Nonconvexity: Algorithmic and Statistical TheoryAuthorship / preprint / 2026PersonJicai LiuCo-authorship / ResearcherPersonWeihua ZhaoCo-authorship / ResearcherPersonZihao SongCo-authorship / ResearcherPaperOnline Deep Learning from Doubly-Streaming DataAuthorship / preprint / 2022PaperConvergence of Nonparametric Functional Regression Estimates with Functional ResponsesAuthorship / preprint / 2011PaperA simple and efficient algorithm for fused lasso signal approximator with convex loss functionAuthorship / preprint / 2010PaperGaussian Process Models for Nonparametric Functional Regression with Functional ResponsesAuthorship / preprint / 2010

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