Iowa State University Capstones, Theses and Graduate Theses and Dissertations Dissertations 2013 On Modified l_1-Minimization Problems in Compressed Sensing Man Bahadur Basnet Iowa State University Follow this and additional works at: https://lib.dr.iastate.edu/etd Part of the Applied Mathematics Commons, and the Mathematics Commons Recommended Citation Basnet, Man Bahadur, "On Modified l_1-Minimization Problems in Compressed Sensing" (2013). Graduate Theses and Dissertations. 13473. https://lib.dr.iastate.edu/etd/13473 This Dissertation is brought to you for free and open access by the Iowa State University Capstones, Theses and Dissertations at Iowa State University Digital Repository. It has been accepted for inclusion in Graduate Theses and Dissertations by an authorized administrator of Iowa State University Digital Repository. For more information, please contact
[email protected]. On modified `-one minimization problems in compressed sensing by Man Bahadur Basnet A dissertation submitted to the graduate faculty in partial fulfillment of the requirements for the degree of DOCTOR OF PHILOSOPHY Major: Mathematics (Applied Mathematics) Program of Study Committee: Fritz Keinert, Co-major Professor Namrata Vaswani, Co-major Professor Eric Weber Jennifer Davidson Alexander Roitershtein Iowa State University Ames, Iowa 2013 Copyright © Man Bahadur Basnet, 2013. All rights reserved. ii DEDICATION I would like to dedicate this thesis to my parents Jaya and Chandra and to my family (wife Sita, son Manas and daughter Manasi) without whose support, encouragement and love, I would not have been able to complete this work. iii TABLE OF CONTENTS LIST OF TABLES . vi LIST OF FIGURES . vii ACKNOWLEDGEMENTS . viii ABSTRACT . x CHAPTER 1. INTRODUCTION .