Name: Praneeth Narayanamurthy
Type: User
Company: University of Southern California
Bio: Researcher working on Signal Processing and Machine Learning
Twitter: praneethmurthy
Location: Los Angeles
Blog: praneethmurthy.github.io
Praneeth Narayanamurthy's Projects
Config files
MATLAB implementation of "Finte Sample Guarantees for PCA in non-isotropic and data-dependent noise", Allerton, 2017 and ISIT, 2018.
An ongoing repository of data on coronavirus cases and deaths in the U.S.
MATLAB implementation of "Federated Over-Air Subspace Tracking from Incomplete and Corrupted Data", IEEE Transactions on Signal Processing, Jun 2022.
Jupyter notebook demos for the senior level Machine Learning course at Iowa State University
MATLAB implementation of "Phaseless Low Rank Matrix Recovery and Subspace Tracking", ICML 2019, longer version to appear in IEEE Transactions on Information Theory, 2020.
Low-Rank and Sparse Tools for Background Modeling and Subtraction in Videos
A MATLAB implementation of "Fast and Memory-Efficient algorithm for Robust PCA", ICASSP 2018.
MATLAB implementation of "Nearly Optimal Robust Subspace Tracking", ICML 2018. Longer version to appear in IEEE Journal of Selected Areas in Information Theory, 2020.
MATLAB implementation of "Provable Subspace Tracking from Missing Data and Matrix Completion", IEEE Transactions on Signal Processing, 2019.
readme
Files for personal web page
MATLAB implementation of "Provable Dynamic Robust PCA or Robust Subspace tracking", IEEE Transactions on Information Theory, 2019.