<h1>Tropp, Joel</h1> <h2>Teaching Resource from <a href="https://data.caltech.edu">CaltechTHESIS committee</a></h2> <ul> <li>Chen, Chi-Fang (2025) <a href="https://resolver.caltech.edu/CaltechTHESIS:08152024-132609600">Quantum Gibbs Sampling</a>; <a href="https://doi.org/10.7907/dy0f-3216">10.7907/dy0f-3216</a></li> <li>Huang, Hsin-Yuan (2024) <a href="https://resolver.caltech.edu/CaltechTHESIS:05032024-044352582">Learning in the Quantum Universe</a>; <a href="https://doi.org/10.7907/fgpv-3112">10.7907/fgpv-3112</a></li> <li>Bernstein, Jeremy David (2023) <a href="https://resolver.caltech.edu/CaltechTHESIS:10132022-000100592">Optimisation & Generalisation in Networks of Neurons</a>; <a href="https://doi.org/10.7907/1jz8-5t85">10.7907/1jz8-5t85</a></li> <li>Zhang, Ziyun (2023) <a href="https://resolver.caltech.edu/CaltechTHESIS:05302023-222447373">Low-Rank Matrix Recovery: Manifold Geometry and Global Convergence</a>; <a href="https://doi.org/10.7907/hd6q-g460">10.7907/hd6q-g460</a></li> <li>Murray, Riley John (2021) <a href="https://resolver.caltech.edu/CaltechTHESIS:05202021-194439071">Applications of Convex Analysis to Signomial and Polynomial Nonnegativity Problems</a>; <a href="https://doi.org/10.7907/vn9x-xj10">10.7907/vn9x-xj10</a></li> <li>Schäfer, Florian Tobias (2021) <a href="https://resolver.caltech.edu/CaltechTHESIS:06082021-005706263">Inference, Computation, and Games</a>; <a href="https://doi.org/10.7907/esyv-2181">10.7907/esyv-2181</a></li> <li>Schäfer, Florian Tobias (2021) <a href="https://resolver.caltech.edu/CaltechTHESIS:06082021-005706263">Inference, Computation, and Games</a>; <a href="https://doi.org/10.7907/esyv-2181">10.7907/esyv-2181</a></li> <li>Douik, Ahmed (2020) <a href="https://resolver.caltech.edu/CaltechTHESIS:06012020-120425051">Riemannian Optimization for Convex and Non-Convex Signal Processing and Machine Learning Applications</a>; <a href="https://doi.org/10.7907/jt3c-0m30">10.7907/jt3c-0m30</a></li> <li>Abbasi, Ehsan (2020) <a href="https://resolver.caltech.edu/CaltechTHESIS:06092020-005908250">Universality Laws and Performance Analysis of the Generalized Linear Models</a>; <a href="https://doi.org/10.7907/873c-ej41">10.7907/873c-ej41</a></li> <li>Soh, Yong Sheng (2019) <a href="https://resolver.caltech.edu/CaltechTHESIS:09282018-091842941">Fitting Convex Sets to Data: Algorithms and Applications</a>; <a href="https://doi.org/10.7907/jkmq-b430">10.7907/jkmq-b430</a></li> <li>Bruer, John Jacob (2017) <a href="https://resolver.caltech.edu/CaltechTHESIS:02082017-062956314">Recovering Structured Low-rank Operators Using Nuclear Norms</a>; <a href="https://doi.org/10.7907/Z9F18WQS">10.7907/Z9F18WQS</a></li> <li>Chen, Yuhua Richard (2017) <a href="https://resolver.caltech.edu/CaltechTHESIS:09022016-135721172">Concentration Inequalities of Random Matrices and Solving Ptychography with a Convex Relaxation</a>; <a href="https://doi.org/10.7907/Z9M906MF">10.7907/Z9M906MF</a></li> <li>Thrampoulidis, Christos (2016) <a href="https://resolver.caltech.edu/CaltechTHESIS:06032016-144604076">Recovering Structured Signals in High Dimensions via Non-Smooth Convex Optimization: Precise Performance Analysis</a>; <a href="https://doi.org/10.7907/Z998850V">10.7907/Z998850V</a></li> <li>Horstmeyer, Roarke William (2016) <a href="https://resolver.caltech.edu/CaltechTHESIS:10202015-173005082">Computational Microscopy: Turning Megapixels into Gigapixels</a>; <a href="https://doi.org/10.7907/Z95Q4T1W">10.7907/Z95Q4T1W</a></li> <li>Shankar, Krishna (2016) <a href="https://resolver.caltech.edu/CaltechTHESIS:05222016-095145651">Kinematics and Local Motion Planning for Quasi-static Whole-body Mobile Manipulation</a>; <a href="https://doi.org/10.7907/Z9KK98RX">10.7907/Z9KK98RX</a></li> <li>Jaganathan, Kishore (2016) <a href="https://resolver.caltech.edu/CaltechTHESIS:05312016-051759406">Convex Programming-Based Phase Retrieval: Theory and Applications</a>; <a href="https://doi.org/10.7907/Z9C82775">10.7907/Z9C82775</a></li> <li>Oymak, Samet (2015) <a href="https://resolver.caltech.edu/CaltechTHESIS:08182014-091546460">Convex Relaxation for Low-Dimensional Representation: Phase Transitions and Limitations</a>; <a href="https://doi.org/10.7907/Z9S46PWX">10.7907/Z9S46PWX</a></li> <li>Faulkner, Matthew Nicholas (2014) <a href="https://resolver.caltech.edu/CaltechTHESIS:04152014-111007328">Community Sense and Response Systems</a>; <a href="https://doi.org/10.7907/QFM5-FH06">10.7907/QFM5-FH06</a></li> <li>Ahn, Hyoung Jun (2014) <a href="https://resolver.caltech.edu/CaltechTHESIS:05232014-172754261">Random Propagation in Complex Systems: Nonlinear Matrix Recursions and Epidemic Spread </a>; <a href="https://doi.org/10.7907/MC7M-EE22">10.7907/MC7M-EE22</a></li> <li>McCoy, Michael Brian (2013) <a href="https://resolver.caltech.edu/CaltechTHESIS:05202013-091317123">A Geometric Analysis of Convex Demixing</a>; <a href="https://doi.org/10.7907/156S-EZ89">10.7907/156S-EZ89</a></li> <li>Stobbe, Peter (2013) <a href="https://resolver.caltech.edu/CaltechTHESIS:05312013-151014984">Convex Analysis for Minimizing and Learning Submodular Set Functions </a>; <a href="https://doi.org/10.7907/1A1J-SA64">10.7907/1A1J-SA64</a></li> <li>Gittens, Alex A. (2013) <a href="https://resolver.caltech.edu/CaltechTHESIS:06102013-100609092">Topics in Randomized Numerical Linear Algebra</a>; <a href="https://doi.org/10.7907/3K1S-R458">10.7907/3K1S-R458</a></li> <li>Yoo, Juhwan (2012) <a href="https://resolver.caltech.edu/CaltechTHESIS:06122012-144158047">Compressed Sensing Receivers: Theory, Design, and Performance Limits</a>; <a href="https://doi.org/10.7907/Y3FA-VB87">10.7907/Y3FA-VB87</a></li> <li>Khajehnejad, M. Amin (2012) <a href="https://resolver.caltech.edu/CaltechTHESIS:06072012-001523622">Combinatorial Regression and Improved Basis Pursuit for Sparse Estimation</a>; <a href="https://doi.org/10.7907/04J6-Y832">10.7907/04J6-Y832</a></li> <li>Vakili, Ali (2011) <a href="https://resolver.caltech.edu/CaltechTHESIS:06022011-214438378">Random Matrix Recursions in Estimation, Control, and Adaptive Filtering</a>; <a href="https://doi.org/10.7907/HCKN-7W53">10.7907/HCKN-7W53</a></li> <li>Vyetrenko, Svitlana S. (2011) <a href="https://resolver.caltech.edu/CaltechTHESIS:06032011-153909265">Network Coding for Error Correction</a>; <a href="https://doi.org/10.7907/D2ZM-V541">10.7907/D2ZM-V541</a></li> <li>Becker, Stephen R. (2011) <a href="https://resolver.caltech.edu/CaltechTHESIS:06022011-152525054">Practical Compressed Sensing: Modern Data Acquisition and Signal Processing</a>; <a href="https://doi.org/10.7907/DC16-K322">10.7907/DC16-K322</a></li> <li>Vyetrenko, Svitlana S. (2011) <a href="https://resolver.caltech.edu/CaltechTHESIS:06032011-153909265">Network Coding for Error Correction</a>; <a href="https://doi.org/10.7907/D2ZM-V541">10.7907/D2ZM-V541</a></li> <li>Plan, Yaniv (2011) <a href="https://resolver.caltech.edu/CaltechTHESIS:02272011-233144146">Compressed Sensing, Sparse Approximation, and Low-Rank Matrix Estimation </a>; <a href="https://doi.org/10.7907/K8W9-RS71">10.7907/K8W9-RS71</a></li> <li>Xu, Weiyu (2010) <a href="https://resolver.caltech.edu/CaltechTHESIS:10262009-081233260">Compressive Sensing for Sparse Approximations: Constructions, Algorithms, and Analysis</a>; <a href="https://doi.org/10.7907/F63K-GT12">10.7907/F63K-GT12</a></li> <li>Sweatlock, Sarah Lynne (2008) <a href="https://resolver.caltech.edu/CaltechETD:etd-05202008-094714">Asymptotic Weight Analysis of Low-Density Parity Check (LDPC) Code Ensembles</a>; <a href="https://doi.org/10.7907/86BY-MA30">10.7907/86BY-MA30</a></li> </ul>