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randomized algorithm
randomized algorithm
112 papers
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low-rank approximation
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matrix sketching
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convex optimization
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dimensionality reduction
(720)
numerical linear algebra
(35)
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online algorithm
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competitive ratio
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principal component analysis
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approximation algorithm
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Papers
Relax and Randomize : From Value to Algorithms
NIPS 2012
Fast Approximation of Matrix Coherence and Statistical Leverage
JMLR 2012
Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences
COLT 2012
A Scalable CUR Matrix Decomposition Algorithm: Lower Time Complexity and Tighter Bound
NIPS 2012
Efficient Online Learning via Randomized Rounding
NIPS 2011
Randomized Algorithms for Comparison-based Search
NIPS 2011
Divide-and-Conquer Matrix Factorization
NIPS 2011
Towards Property-Based Classification of Clustering Paradigms
NIPS 2010
Unsupervised Feature Selection for the $k$-means Clustering Problem
NIPS 2009
A Randomized Algorithm for Large Scale Support Vector Learning
NIPS 2007
Stability of Randomized Learning Algorithms
JMLR 2005
Randomized Variable Elimination
JMLR 2004
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