Oct 192014
 

Structured Input-output Lasso

:: DESCRIPTION

Structured Input-output Lasso is a novel regularization scheme over multitask regression , which allows shared sparsity patterns for related inputs and outputs to be optimally estimated.  Such patterns capture multiple related single nucleotide polymorphisms (SNPs) that jointly influence multiple-related expression traits.

::DEVELOPER

the SAILING lab (the Laboratory of Statistical Artificial InteLligence and INtegrative Genomics)

:: SCREENSHOTS

N/A

:: REQUIREMENTS

  • Linux / Windows / MacOsX
  • Matlab

:: DOWNLOAD

  Structured Input-output Lasso

:: MORE INFORMATION

Citation

Seunghak Lee and Eric P. Xing
Leveraging Input and Output Structures For Joint Mapping of Epistatic and Marginal eQTLs
Bioinformatics (2012) 28 (12): i137-i146.

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