Sparsity-AgnosticLassoBanditMin-hwanOh1GarudIyengar2AssafZeevi2AbstractthetraditionalMABproblem,herepullinganyonearmprovidessomeinformationabouttheunknownparameterWeconsiderastochasticcontextualban...
ScreeningRulesforLassowithNon-ConvexSparseRegularizersAlainRakotomamonjy12GillesGasso1JosephSalmon3AbstractWhiletheLassohashadagreatimpactonmachinelearn-ingandsignalprocessingcommunitiesgivensomesu...
BayesianJointSpike-and-SlabGraphicalLassoZehangRichardLi1TylerH.McCormick23SamuelJ.Clark4Abstractmodelsjointlyformultipleclassesofdata.MuchofthisworkextendsthepenalizedmaximumlikelihoodapproachInth...
TheWell-TemperedLassoYuanzhiLi1YoramSinger12Abstractularizationpath.ThealgorithmstypicallybuiltuponthepropertythattheLassoregularizationpathispiecewiselin-Westudythecomplexityoftheentireregulariza-...
Celer:aFastSolverfortheLassowithDualExtrapolationMathurinMassias1AlexandreGramfort1JosephSalmon2Abstractoptimalsolution(whatwewillrefertoasthesupport),state-of-the-arttechniquesrelyonlimitingthesiz...
LatentFeatureLassoIanE.H.Yen1Wei-ChengLee2Sung-EnChang2ArunS.Suggala1Shou-DeLin2PradeepRavikumar1Abstractnationoflatentclasses.Forinstance,adocumentobjectcouldbemodeledasaconvexcombinationoftopicob...