9 citations · 9 across the 1 of their papers we have counts for
3 papers
cs.LG2020
Scaling-up Distributed Processing of Data Streams for Machine Learning
Matthew Nokleby, Haroon Raja, Waheed U. Bajwa
Emerging applications of machine learning in numerous areas involve continuous gathering of and learning from streams of data. Real-time incorporation of streaming data into the le…
cs.LG2020★ 9 cited
Distributed Stochastic Algorithms for High-rate Streaming Principal Component Analysis
Haroon Raja, Waheed U. Bajwa
This paper considers the problem of estimating the principal eigenvector of a covariance matrix from independent and identically distributed data samples in streaming settings. The…
cs.LG2019
Tensor Regression Using Low-rank and Sparse Tucker Decompositions
Talal Ahmed, Haroon Raja, Waheed U. Bajwa
This paper studies a tensor-structured linear regression model with a scalar response variable and tensor-structured predictors, such that the regression parameters form a tensor o…