Sparse MultiTask Learning Toolboxhttp://mloss.orgUpdates and additions to Sparse MultiTask Learning ToolboxenSun, 18 Mar 2012 11:31:00 -0000Sparse MultiTask Learning Toolbox 1.2<html><p>This package is a set of Matlab scripts that implements the algorithms described in the submitted paper: "Lp-Lq Sparse Linear and Sparse Multiple Kernel MultiTask Learning". This code is provided for a sake of result reproducibility.<br /> </p> <p>The code needs the SVM-KM toolbox. some files of this toolbox have been included in a sub-directory (which needs to be in the Matlab path) </p> <p>Some entry files are : Exsparsemtl.m, Exsparsemtlcomp.m For reproducing the toy data results, one can run the script Toylauncher.m or the CompareGDEMsparsemtl.m. The first script takes few days of CPU while the second finishes in few hours. </p> <p>The BCI entry file is BCIcomparemtl.m which allows to reproduce the paper results. Since they are quite large the BCI data are not provided here (drop me a mail if you need them) </p> <p>For the protein problem, launch exbioinfopq.m </p></html>alain rakotomamonjy,remi flamarySun, 18 Mar 2012 11:31:00 -0000 vector machinematlabmklbciclassificationkernel methodsfeature selectionconvex optimizationdimensionality reductionmachine learningfeature weightinggroup lassosparse learningquadratic programmingmultiple kernel learningkernel learningdiscriminant analysis