AnalysisofstochasticLanczosquadratureforSpectrumapproximationTylerChen1ThomasTrogdon1ShashankaUbaru2AbstractdependingonjusttheSpectrum.Conversely,computingtheCESMrequiresexactknowledgeofalltheeigen...
SpectrumDependentLearningCurvesinKernelRegressionandWideNeuralNetworksBlakeBordelon1AbdulkadirCanatar2CengizPehlevan13Abstractnetworks(LeCunetal.,2015)withwidehiddenlayersthataddressesthesequestion...
OntheSpectrumofRandomFeaturesMapsofHighDimensionalDataZhenyuLiao1RomainCouillet12Abstractfeaturesrelevanttosomegiventask.ThenonlinearitiesmaketheserepresentationsmoremightybutmeanwhileRandomfeature...
PredictionunderUncertaintyinSparseSpectrumGaussianProcesseswithApplicationstoFilteringandControlYunpengPan12XinyanYan13EvangelosA.Theodorou12ByronBoots13Abstractization,SparseSpectrumGaussianProces...