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Alex Gittens
Alex Gittens
Algorithm
Mathematical optimization
Mathematics
Matrix (mathematics)
Power iteration
5
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16
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Iterative Randomized Algorithms for Low Rank Approximation of Tera-scale Matrices with Small Spectral Gaps
2018
Chander Iyer
Alex Gittens
Christopher D. Carothers
Petros Drineas
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Breaking Locality Accelerates Block Gauss-Seidel
2017
arXiv: Optimization and Control
Stephen Tu
Shivaram Venkataraman
Ashia C. Wilson
Alex Gittens
Michael I. Jordan
Benjamin Recht
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Matrix Factorization at Scale: a Comparison of Scientific Data Analytics in Spark and C+MPI Using Three Case Studies
2016
arXiv: Distributed, Parallel, and Cluster Computing
Alex Gittens
Aditya Devarakonda
Evan Racah
Michael F. Ringenburg
L. Gerhardt
Jey Kottalam
Jialin Liu
Kristyn J. Maschhoff
Shane Canon
Jatin Chhugani
Pramod Sharma
Jiyan Yang
James Demmel
Jim Harrell
Venkat Krishnamurthy
Michael W. Mahoney
Prabhat
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Citations (3)
Compact Random Feature Maps
2013
arXiv: Machine Learning
Raffay Hamid
Ying Xiao
Alex Gittens
Dennis DeCoste
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Citations (7)
Spectral Clustering via the Power Method -- Provably
2013
arXiv: Learning
Christos Boutsidis
Alex Gittens
Prabhanjan Kambadur
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Citations (5)
1