# Publications by Type: Journal Article

Universality Laws for High-Dimensional Learning with Random Features,” Submitted. arXiv:2009.07669 [cs.IT]Abstract

, “ , “ , “ Householder Dice: A Matrix-Free Algorithm for Simulating Dynamics on Gaussian and Random Orthogonal Ensembles,” IEEE Transactions on Information Theory, vol. 67, no. 12, pp. 8264-8272, 2021. arXiv:2101.07464 [cs.IT]Abstract

, “ Phase Transitions in Transfer Learning for High-Dimensional Perceptrons,” Entropy, Special Issue "The Role of Signal Processing and Information Theory in Modern Machine Learning", vol. 23, no. 4, 2021. arXiv:2101.01918 [cs.LG]Abstract

, “ The Limiting Poisson Law of Massive MIMO Detection with Box Relaxation,” IEEE Journal on Selected Areas in Information Theory, vol. 1, no. 3, pp. 695-704, 2020. arXiv:2006.08416 [cs.IT]Abstract

, “ Phase Transitions of Spectral Initialization for High-Dimensional Nonconvex Estimation,” Information and Inference: A Journal of the IMA, vol. 9, no. 3, pp. 507-541, 2020. arXiv:1702.06435 [cs.IT]Abstract

, “ Optimal Spectral Initialization for Signal Recovery with Applications to Phase Retrieval,” IEEE Transactions on Signal Processing, vol. 67, no. 9, pp. 2347-2356, 2019. arXiv:1811.04420 [cs.IT]Abstract

, “ Nonconvex Optimization Meets Low-Rank Matrix Factorization: An Overview,” IEEE Transactions on Signal Processing, vol. 67, no. 20, pp. 5239-5269, 2019. arXiv:1809.09573 [cs.LG]Abstract

, “ The scaling limit of high-dimensional online independent component analysis,” Journal of Statistical Mechanics (Special Issue on Machine Learning), vol. 2019, 2019. Publisher's VersionAbstract JSTAT_2019.pdf

, “ Super resolution phase retrieval for sparse signals,” IEEE Transactions on Signal Processing, vol. 67, no. 18, 2019. arXiv:1808.01961 [cs.IT]Abstract

, “ MMSE Approximation For Sparse Coding Algorithms Using Stochastic Resonance,” IEEE Transactions on Signal Processing, vol. 67, no. 17, 2019. arXiv:1806.10171 [eess.SP]Abstract

, “ Phase Retrieval via Polytope Optimization: Geometry, Phase Transitions, and New Algorithms,” Technical Report, 2018. arXiv:1805.09555 [cs.IT]Abstract

, “ Subspace Estimation from Incomplete Observations: A High-Dimensional Analysis,” IEEE Journal of Selected Topics in Signal Processing, vol. 12, no. 6, 2018. arXiv:1805.06834 [cs.LG]Abstract subspace_estimation.pdf

, “ A Modern Perspective on Streaming PCA and Subspace Tracking: The Missing Data Case,” Proceedings of the IEEE, vol. 106, no. 8, pp. 1293-1310, 2018.Abstract procieee_tracking_final.pdf

, “ Sparse Representation in Fourier and Local Bases Using ProSparse: A Probabilistic Analysis,” IEEE Transactions on Information Theory, vol. 64, no. 4, pp. 2639-2647, 2018. arXiv:1611.07971 [cs.IT]Abstract

, “ Scaling Limit: Exact and Tractable Analysis of Online Learning Algorithms with Applications to Regularized Regression and PCA,” Technical Report, 2017. arXiv:1712.04332 [cs.LG]Abstract

, “ A Tale of Two Bases: Local-Nonlocal Regularization on Image Patches with Convolution Framelets,” SIAM Journal on Imaging Sciences, vol. 10, no. 2, pp. 711-750, 2017.Abstract m109144.pdf

, “ Understanding Symmetric Smoothing Filters: A Gaussian Mixture Model Perspective,” IEEE Transactions on Image Processing, vol. 26, no. 11, pp. 5107-5121, 2017. arXiv:1601.00088Abstract

, “ Kaczmarz Method for Solving Quadratic Equations,” IEEE Signal Processing Letters, vol. 23, no. 9, pp. 1183-1187, 2016.Abstract kaczmarz_quadratic_final.pdf

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