Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation

Implementation of various recommender systems, for course CS F469 Information Retrieval

Implementation and comparison (time, space) of SVD and CUR matrix decomposition algorithms

Usage of various techniques such as Collaborative filtering, SVD and CUR-decomposition to predict movie ratings and recommend movies

Implementation of recommender systems using collaborative filtering (with and without baseline), SVD, and CUR.

Implementing different approaches for recommendation systems

Fast algorithms for volume-based CUR low-rank approximation and their application to nonnegative matrix approximation and matrix completion problems.

Implementation of Collaborative Filtering, SVD and CUR decomposition

Implementation of various recommendation algorithms such as Collaborative filtering, SVD and CUR-decomposition to predict user movie ratings

Dimensionality reduction using CUR decomposition