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George Karypis

Professor, College of Science & Engineering, Computer Science and Engineering

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Projects 2004 2023

6 Active
13 Finished

REU Site: Computational Methods for Discovery Driven by

Karypis, G. & Larson, A. C.

National Science Foundation

4/1/18 → 3/31/21

Project: Research project

University of Minnesota Clinical and Translational Scien

Blazar, B. R., AbuSalah, A. M., Adam, T. J., Aliferis, MD, PhD, C., Allen, J. R., Beckman, K. B., Billings, J. L., Bloomfield, H., Bornsztein, B., Brearley, A. M., Call, K. T., Chi, C., Clancy, T. R., Connett, J. E., Daniels, B. S., Eder, M., El-Fakahany, E. E., Fischer, G., Garwood, M., Georgopoulos, A. P., Guan, W., Henderson, J. N., Hodges, J. S., Ingbar, D. H., Jones-Webb, R. J., Jordan, C. M., Karypis, G., Knights, D., Kumar, V., LeBien, T. W., Lim, K. O., Ma, S., Melton-Meaux, G. B., Myers, C. L., Neuhauser, C., Oakes, M., Okuyemi, K., Pakhomov, S. V., Panoskaltsis-Mortari, A., Pieczkiewicz, D. S., Raymond, N., Riggs, S., Rudser, K., Ruggles, S., Schacker, T. W., Schleiss, M. R., Shekhar, S., Shen, S., Shimizu, Y., Simon, G. J., Ugurbil, K., Vock, D. M., Volkov, B. B., Wang, J., Warren, J. R., Weber-Main, A. M., Weisdorf, D. J., Wolf, S. M., Zellmer-Bruhn, M. E. & Zhang, R.

NIH NAT'L CTR FOR ADVANCING TRAN SCIENCE

3/30/18 → 2/28/23

Project: Research project

High-Performance Streaming Tensor Decomposition

Booz-Allen Hamilton

10/2/17 → 9/30/18

Project: Research project

Tensors

Decomposition

III: Medium: High-Performance Factorization Tools for Co

Karypis, G. & Sidiropoulos, N.

National Science Foundation

9/1/17 → 8/31/21

Project: Research project

GAANN: increasing diversity in computer science

Gini, M. L. & Karypis, G.

U.S. Department of Education

9/1/15 → 8/31/18

Project: Research project

computer science

Research Output 1970 2018

106 Conference contribution
102 Article
13 Editorial
9 Chapter
10 More

Accelerating the tucker decomposition with compressed sparse tensors

Smith, S. & Karypis, G. Jan 1 2017 Euro-Par 2017: Parallel Processing - 23rd International Conference on Parallel and Distributed Computing, Proceedings. Springer- Verlag, p. 653-668 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10417 LNCS)

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Tensors

Tensor

Decompose

Matrix multiplication

Data storage equipment

3 Citations

An Exploration of Optimization Algorithms for High Performance Tensor Completion

Smith, S., Park, J. & Karypis, G. Mar 13 2017 Proceedings of SC 2016: The International Conference for High Performance Computing, Networking, Storage and Analysis. IEEE Computer Society, p. 359-371 13 p. 7877109

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Tensors

Charge coupled devices

Communication

Data storage equipment

Supercomputers

1 Citations

Constrained Tensor Factorization with Accelerated AO-ADMM

Smith, S., Beri, A. & Karypis, G. Sep 1 2017 Proceedings - 46th International Conference on Parallel Processing, ICPP 2017. Institute of Electrical and Electronics Engineers Inc., p. 111-120 10 p. 8025285

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Method of multipliers

Factorization

Tensors

Speedup

Tensor

Context-Aware Recommendation-Based Learning Analytics Using Tensor and Coupled Matrix Factorization

Almutairi, F. M., Sidiropoulos, N. D. & Karypis, G. Aug 1 2017 In : IEEE Journal on Selected Topics in Signal Processing. 11, 5, p. 729-741 13 p., 7931546

Research output: Contribution to journal › Article

Factorization

Tensors

Collaborative filtering

Students

Expert systems

Cumulative knowledge-based regression models for next-term grade prediction

Morsy, S. & Karypis, G. Jan 1 2017 Proceedings of the 17th SIAM International Conference on Data Mining, SDM 2017. Society for Industrial and Applied Mathematics Publications, p. 552-560 9 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Students

Experiments