Alex Gittens

About

Before joining Rensselaer as an Assistant Professor of Computer Science in 2017, Dr. Gittens was a research scientist at eBay Research Labs and a postdoctoral scholar at the International Institute of Computer Science and the Department of Statistics, UC Berkeley. His interests lie in applying randomness to computational linear algebra, machine learning, and statistics, and are motivated by the goal of efficiently extracting information from massive data sets while maintaining guarantees on rigor and accuracy.

Research

Other Focus Areas

Kernel Methods, Randomized Numerical Linear Algebra, Large-scale Machine Learning, Low-rank approximation and Sketching

Publications

The following is a selection of recent publications in Scopus. Alex Gittens has 23 indexed publications in the subjects of Computer Science, Mathematics, and Engineering.

Dong Hu, Shashanka Ubaru, Alex Gittens, Kenneth L. Clarkson, Lior Horesh, Vassilis Kalantzis
ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
, 2021-June
, 2021
, pp.3255-3259
.
Dong Hu, Alex Gittens, Malik Magdon-Ismail
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
, 12457 LNAI
, 2021
, pp.746-761
.
Kareem S. Aggour, Alex Gittens, Bülent Yener
37th International Conference on Machine Learning, ICML 2020
, PartF168147-5
, 2020
, pp.3524-3533
.
Nidhi Rastogi, Sharmishtha Dutta, Mohammed J. Zaki, Alex Gittens, Charu Aggarwal
Communications in Computer and Information Science
, 1271 CCIS
, 2020
, pp.28-44
.
Alex Gittens, Kai Rothauge, Shusen Wang, Michael W. Mahoney, Jey Kottalam, Lisa Gerhardt, Prabhat, Michael Ringenburg, Kristyn Maschhoff
Concurrency and Computation: Practice and Experience
, 31
, 2019
.
Bo Liu, Liping Jing, Jia Li, Jian Yu, Alex Gittens, Michael W. Mahoney
International Journal of Computer Vision
, 127
, 2019
, pp.181-206
.
Chander Iyer, Alex Gittens, Christopher Carothers, Petros Drineas
Proceedings of ScalA 2018: 9th Workshop on Latest Advances in Scalable Algorithms for Large-Scale Systems, Held in conjunction with SC 2018: The International Conference for High Performance Computing, Networking, Storage and Analysis
, 2019
, pp.33-40
.
Shusen Wang, Alex Gittens, Michael W. Mahoney
Journal of Machine Learning Research
, 20
, 2019
.
Kareem S. Aggour, Alex A.T. Gittens, Bülent Yener
Proceedings - 2018 IEEE International Conference on Big Data, Big Data 2018
, 2019
, pp.408-417
.
Alex Gittens, Michael W. Mahoney, Jey Kottalam, Kai Rothauge, Lisa Gerhardt, Michael Ringenburg, Shusen Wang, Prabhat, Kristyn Maschhoff
Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
, 2018
, pp.293-301
.

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