{"id":987495735,"date":"2024-10-29T13:20:37","date_gmt":"2024-10-29T07:50:37","guid":{"rendered":"https:\/\/testece.iisc.ac.in\/~cmurthy\/wordpress\/?page_id=987495735"},"modified":"2024-10-29T13:20:39","modified_gmt":"2024-10-29T07:50:39","slug":"e9-203-compressive-sensing-and-sparse-signal-processing-projects-3","status":"publish","type":"page","link":"https:\/\/ece.iisc.ac.in\/~cmurthy\/e9-203-compressive-sensing-and-sparse-signal-processing-projects-3\/","title":{"rendered":"E9 203: Compressive Sensing and Sparse Signal Processing: Projects"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; fullwidth=&#8221;on&#8221; _builder_version=&#8221;4.27.0&#8243; background_image=&#8221;https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-content\/uploads\/2024\/09\/GOPR0015-scaled.jpg&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_fullwidth_header title=&#8221;E9 203: Compressive Sensing and Sparse Signal Processing: PROJECTS&#8221; content_max_width=&#8221;none&#8221; module_class=&#8221;sub_header&#8221; _builder_version=&#8221;4.27.0&#8243; title_font=&#8221;|on|||&#8221; title_text_color=&#8221;#FFFFFF&#8221; title_font_size=&#8221;50px&#8221; background_color=&#8221;rgba(255, 255, 255, 0)&#8221; background_image=&#8221;https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-content\/uploads\/2024\/09\/abstract-1438441.jpg&#8221; parallax=&#8221;on&#8221; button_one_letter_spacing_hover=&#8221;0&#8243; button_two_letter_spacing_hover=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; button_one_text_size__hover_enabled=&#8221;off&#8221; button_two_text_size__hover_enabled=&#8221;off&#8221; button_one_text_color__hover_enabled=&#8221;off&#8221; button_two_text_color__hover_enabled=&#8221;off&#8221; button_one_border_width__hover_enabled=&#8221;off&#8221; button_two_border_width__hover_enabled=&#8221;off&#8221; button_one_border_color__hover_enabled=&#8221;off&#8221; button_two_border_color__hover_enabled=&#8221;off&#8221; button_one_border_radius__hover_enabled=&#8221;off&#8221; button_two_border_radius__hover_enabled=&#8221;off&#8221; button_one_letter_spacing__hover_enabled=&#8221;on&#8221; button_one_letter_spacing__hover=&#8221;0&#8243; button_two_letter_spacing__hover_enabled=&#8221;on&#8221; button_two_letter_spacing__hover=&#8221;0&#8243; button_one_bg_color__hover_enabled=&#8221;off&#8221; button_two_bg_color__hover_enabled=&#8221;off&#8221; theme_builder_area=&#8221;post_content&#8221;][\/et_pb_fullwidth_header][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_row _builder_version=&#8221;4.27.0&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;|||0px||&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.0&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221;][et_pb_text _builder_version=&#8221;4.27.0&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;|||11px|false|false&#8221; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; theme_builder_area=&#8221;post_content&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h2 id=\"logistics\" class=\"sectionedit1\">Logistics<\/h2>\n<div class=\"level2\">\n<ul>\n<li class=\"level1\">\n<div class=\"li\">Projects can be done individually or in groups of 2. If you are taking the course for credit, please pair up with another student taking the course for credit.<\/div>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\">Select one of the papers listed below, and send me an email about your selection, and also let me know your project team-mate if you have one. Once you have selected a paper, your name will appear next to the paper in [square brackets]. Once a paper is taken, other students will have to select a different paper for their project.<\/div>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\">Your grade will depend on:<\/div>\n<\/li>\n<\/ul>\n<ol>\n<li class=\"li\">Your demonstration of your understanding of the paper (through the presentation, report, simulations, etc)<\/li>\n<li class=\"li\">The presentation (organization, clarity, content)<\/li>\n<li class=\"li\">The report (details of proofs, simulation results, critical comments)<\/li>\n<li class=\"li\">Any new ideas\/results you can add, however small.<\/li>\n<\/ol>\n<ul>\n<li class=\"level1\">\n<div class=\"li\">Please use\u00a0<a class=\"media mediafile mf_zip\" title=\"template_for_project_reports.zip\" href=\"https:\/\/ece.iisc.ac.in\/~cmurthy\/lib\/exe\/fetch.php?media=template_for_project_reports.zip\">this<\/a>\u00a0style file for writing your reports.<\/div>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\">Initial project presentation (12 mins per group, 3 mins for questions and changing between speakers): Mar. 6th and 8th, 2013. For your presentation:<\/div>\n<\/li>\n<\/ul>\n<ol>\n<li class=\"li\">First slide: Title of your project (paper), along with its complete reference, and your names, departments, and email addresses.<\/li>\n<li class=\"li\">Present the problem that the paper considers<\/li>\n<li class=\"li\">Present the main message that the paper conveys, in your opinion. Why is this paper important?<\/li>\n<li class=\"li\">Make a proposal on what you will show in the final presentation and report<\/li>\n<li class=\"li\">Any other items you wish to include \u2013 you have 12 mins!<\/li>\n<\/ol>\n<ul>\n<li class=\"level1\">\n<div class=\"li\"><strong>Initial project presentation schedule:<\/strong><\/div>\n<\/li>\n<\/ul>\n<ol>\n<li class=\"li\">Mar. 6th, 2013: Projects 1 through 6 below.<\/li>\n<li class=\"li\">Mar. 8th, 2013: Projects 7 through 11 below.<\/li>\n<\/ol>\n<hr \/>\n<\/div>\n<h2 id=\"projects\" class=\"sectionedit2\">Projects<\/h2>\n<div class=\"level2\">\n<ol>\n<li class=\"level1\">\n<div class=\"li\"><strong>Robust PCA:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Emmanuel J. Cand\u0012es, Xiaodong Li, Yi Ma, and John Wright, \u201cRobust Principal Component Analysis?\u201d\u00a0<a class=\"urlextern\" title=\"http:\/\/www-stat.stanford.edu\/~candes\/papers\/RobustPCA.pdf\" href=\"http:\/\/www-stat.stanford.edu\/~candes\/papers\/RobustPCA.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Sk. Mohammadul Haque]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Mixed-norm penalties:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Peng Zhao, Guilherme Rocha, Bin Yu, \u201cThe composite absolute penalties family for grouped and hierarchical variable selection\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.stat.berkeley.edu\/~binyu\/ps\/cap.pdf\" href=\"http:\/\/www.stat.berkeley.edu\/~binyu\/ps\/cap.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Saurabh]<\/div>\n<\/li>\n<li class=\"level2\">\n<div class=\"li\">Sahand N. Negahban and Martin J. Wainwright, \u201cSimultaneous support recovery in high dimensions: Benefits and perils of block $\\ell_1\/\\ell_\\infty$-regularization\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/web.mit.edu\/~sahandn\/www\/papers\/NegWai11_EllInfFinal.pdf\" href=\"http:\/\/web.mit.edu\/~sahandn\/www\/papers\/NegWai11_EllInfFinal.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Venu\/Parthajit]<\/div>\n<\/li>\n<li class=\"level2\">\n<div class=\"li\">G. Obozinski, M. J. Wainwright, and M. I. Jordan, \u201cUnion support recovery in high-dimensional multivariate regression\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.stat.berkeley.edu\/tech-reports\/761.pdf\" href=\"http:\/\/www.stat.berkeley.edu\/tech-reports\/761.pdf\" rel=\"nofollow\">here.<\/a><\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Graph selection:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Nicolai Meinhausen, Peter Buhlmann, \u201cHigh Dimensional Graphs and variable selection with LASSO\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.stats.ox.ac.uk\/~meinshau\/consistent.pdf\" href=\"http:\/\/www.stats.ox.ac.uk\/~meinshau\/consistent.pdf\" rel=\"nofollow\">here.<\/a><\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Matrix completion:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Emmanuel J Candes, Yaniv J Plan, \u201cMatrix Completion With Noise\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/arxiv.org\/abs\/0903.3131\" href=\"http:\/\/arxiv.org\/abs\/0903.3131\" rel=\"nofollow\">here.<\/a>\u00a0[Satish\/Ajay]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Approximate message passing:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">David L Donoho, Arian Maleki, Andrea Montanari, \u201cMessage Passing Algorithms for Compressed Sensing\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.stanford.edu\/~montanar\/RESEARCH\/FILEPAP\/mpacs.pdf\" href=\"http:\/\/www.stanford.edu\/~montanar\/RESEARCH\/FILEPAP\/mpacs.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Lakshminarasimhan]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Boolean CS:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">G. Atia and V. Saligrama, \u201cBoolean compressed sensing and noisy group testing\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/arxiv.org\/abs\/0907.1061\" href=\"http:\/\/arxiv.org\/abs\/0907.1061\" rel=\"nofollow\">here.<\/a>\u00a0[Anuva]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Distributed CS:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Dror Baron, Marco F. Duarte, Michael B. Wakin, Shriram Sarvotham, and Richard G. Baraniuk, \u201cDistributed Compressive Sensing\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/arxiv.org\/abs\/0901.3403\" href=\"http:\/\/arxiv.org\/abs\/0901.3403\" rel=\"nofollow\">here.<\/a><\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Information theoretic results:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Martin J. Wainwright, \u201cInformation-Theoretic Limits on Sparsity Recovery in the High-Dimensional and Noisy Setting\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.eecs.berkeley.edu\/~wainwrig\/Papers\/Wai_SparseInfo09.pdf\" href=\"http:\/\/www.eecs.berkeley.edu\/~wainwrig\/Papers\/Wai_SparseInfo09.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Subhadip\/Abhijit Bhattacharya]<\/div>\n<\/li>\n<li class=\"level2\">\n<div class=\"li\">Alyson K. Fletcher, Vivek Goyal, \u201cNecessary and Sufficient Conditions on Sparsity Pattern Recovery\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/arxiv.org\/abs\/0804.1839\" href=\"http:\/\/arxiv.org\/abs\/0804.1839\" rel=\"nofollow\">here.<\/a>\u00a0[Aparna\/Deepa]<\/div>\n<\/li>\n<li class=\"level2\">\n<div class=\"li\">Linda M. Davis, Stephen V. Hanly, Paul Tune, Sibi Raj Bhaskaran, \u201cChannel estimation and user selection in the MIMO broadcast channel\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S1051200411000042\" href=\"http:\/\/www.sciencedirect.com\/science\/article\/pii\/S1051200411000042\" rel=\"nofollow\">here.<\/a>\u00a0[Geethu\/Kaushik]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Adaptive CS:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Ery Arias-Castro\u0003, Emmanuel J. Candes and Mark A. Davenport, \u201cOn the Fundamental Limits of Adaptive Sensing\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/arxiv.org\/abs\/1111.4646\" href=\"http:\/\/arxiv.org\/abs\/1111.4646\" rel=\"nofollow\">here.<\/a><\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Online LASSO:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Pierre J. Garrigues and Pierre J. Garrigues, \u201cAn Homotopy Algorithm for the Lasso with Online Observations\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www.eecs.berkeley.edu\/~elghaoui\/Pubs\/hom_lasso_NIPS08.pdf\" href=\"http:\/\/www.eecs.berkeley.edu\/~elghaoui\/Pubs\/hom_lasso_NIPS08.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Sanjeev K.\/Manoj]<\/div>\n<\/li>\n<li class=\"level2\">\n<div class=\"li\">Dmitry M. Malioutov, Sujay R. Sanghavi, and Alan S. Willsky, \u201cSequential Compressed Sensing\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/users.ece.utexas.edu\/~sanghavi\/cs_journal_final.pdf\" href=\"http:\/\/users.ece.utexas.edu\/~sanghavi\/cs_journal_final.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Neeraj\/Ranjani]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li class=\"level1\">\n<div class=\"li\"><strong>Uncertainty Principles:<\/strong><\/div>\n<ul>\n<li class=\"level2\">\n<div class=\"li\">Deanna Needell and Roman Vershynin, \u201cUniform uncertainty principle and signal recovery via regularized orthogonal matching pursuit\u201d,\u00a0<a class=\"urlextern\" title=\"http:\/\/www-personal.umich.edu\/~romanv\/papers\/ROMP.pdf\" href=\"http:\/\/www-personal.umich.edu\/~romanv\/papers\/ROMP.pdf\" rel=\"nofollow\">here.<\/a>\u00a0[Tulasi Ram\/Vijay Girish]<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<\/div>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Logistics Projects can be done individually or in groups of 2. If you are taking the course for credit, please pair up with another student taking the course for credit. Select one of the papers listed below, and send me an email about your selection, and also let me know your project team-mate if you [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","_lmt_disableupdate":"no","_lmt_disable":"","footnotes":""},"_links":{"self":[{"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/pages\/987495735"}],"collection":[{"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/comments?post=987495735"}],"version-history":[{"count":2,"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/pages\/987495735\/revisions"}],"predecessor-version":[{"id":987495738,"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/pages\/987495735\/revisions\/987495738"}],"wp:attachment":[{"href":"https:\/\/ece.iisc.ac.in\/~cmurthy\/wp-json\/wp\/v2\/media?parent=987495735"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}