ivan@154: @comment{ generated by } ivan@154: ivan@154: @TechReport{EPFL-REPORT-162761, ivan@154: abstract = {We propose and analyze acceleration schemes for hard ivan@154: thresholding methods with applications to sparse ivan@154: approximation in linear inverse systems. Our acceleration ivan@154: schemes fuse combinatorial, sparse projection algorithms ivan@154: with convex optimization algebra to provide ivan@154: computationally efficient and robust sparse recovery ivan@154: methods. We compare and contrast the (dis)advantages of ivan@154: the proposed schemes with the state-of-the-art, not only ivan@154: within hard thresholding methods, but also within convex ivan@154: sparse recovery algorithms.}, ivan@154: affiliation = {EPFL}, ivan@154: author = {Cevher, Volkan}, ivan@154: details = {http://infoscience.epfl.ch/record/162761}, ivan@154: documenturl = {http://infoscience.epfl.ch/record/162761/files/techreport.pdf}, ivan@154: keywords = {structured sparsity; sparse recovery; hard thresholding}, ivan@154: oai-id = {oai:infoscience.epfl.ch:162761}, ivan@154: oai-set = {report; fulltext; fulltext-public}, ivan@154: status = {PUBLISHED}, ivan@154: submitter = {199128; 199128}, ivan@154: title = {On {A}ccelerated {H}ard {T}hresholding {M}ethods for ivan@154: {S}parse {A}pproximation}, ivan@154: unit = {LIONS}, ivan@154: year = 2011 ivan@154: }