Tree-guided group lasso for multi-response regression with structured sparsity, with an application to eQTL mapping

S Kim, EP Xing - 2012 - projecteuclid.org
The balanced weighting scheme of tree lasso and additional experimental results. We prove
that the weighting scheme of the tree-lasso penalty achieves a balanced penalization of all …

[PDF][PDF] TREE-GUIDED GROUP LASSO FOR MULTI-RESPONSE REGRESSION WITH STRUCTURED SPARSITY, WITH AN APPLICATION TO EQTL MAPPING

S KIM, EP XING - 2012 - cs.cmu.edu
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

TREE-GUIDED GROUP LASSO FOR MULTI-RESPONSE REGRESSION WITH STRUCTURED SPARSITY, WITH AN APPLICATION TO EQTL MAPPING

S KIM, EP XING - 2012 - projecteuclid.org
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

[PDF][PDF] TREE-GUIDED GROUP LASSO FOR MULTI-RESPONSE REGRESSION WITH STRUCTURED SPARSITY, WITH AN APPLICATION TO EQTL MAPPING

S KIM, EP XING - 2012 - pstorage-cmu-348901238291901.s3 …
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

Tree-guided group lasso for multi-response regression with structured sparsity, with an application to eQTL mapping

S Kim, EP Xing - arXiv e-prints, 2009 - ui.adsabs.harvard.edu
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

[引用][C] Tree-guided group lasso for multi-response regression with structured sparsity, with an application to eQTL mapping

S Kim, EP Xing - The Annals of Applied Statistics, 2012 - cir.nii.ac.jp
Tree-guided group lasso for multi-response regression with structured sparsity, with an
application to eQTL mapping | CiNii Research CiNii 国立情報学研究所 学術情報ナビゲータ[サイニィ …

Tree-guided group lasso for multi-response regression with structured sparsity, with an application to eQTL mapping

S Kim, EP Xing - arXiv preprint arXiv:0909.1373, 2009 - arxiv.org
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

[PDF][PDF] TREE-GUIDED GROUP LASSO FOR MULTI-RESPONSE REGRESSION WITH STRUCTURED SPARSITY, WITH AN APPLICATION TO EQTL MAPPING

S KIM, EP XING - 2012 - kilthub.cmu.edu
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

[PDF][PDF] TREE-GUIDED GROUP LASSO FOR MULTI-RESPONSE REGRESSION WITH STRUCTURED SPARSITY, WITH AN APPLICATION TO EQTL MAPPING

S KIM, EP XING - 2012 - Citeseer
We consider the problem of estimating a sparse multi-response regression function, with an
application to expression quantitative trait locus (eQTL) mapping, where the goal is to …

[PDF][PDF] Tree-Guided Group Lasso for Multi-Task Regression with Structured Sparsity

S Kim, EP Xing - icml.cc
We consider the problem of learning a sparse multi-task regression, where the structure in
the outputs can be represented as a tree with leaf nodes as outputs and internal nodes as …