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Cameron Musco
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Dimensionality reduction for k-means clustering and low rank approximation
MB Cohen, S Elder, C Musco, C Musco, M Persu
Proceedings of the forty-seventh annual ACM symposium on Theory of computing …, 2015
4042015
Randomized block krylov methods for stronger and faster approximate singular value decomposition
C Musco, C Musco
Advances in neural information processing systems 28, 2015
3162015
Uniform sampling for matrix approximation
MB Cohen, YT Lee, C Musco, C Musco, R Peng, A Sidford
Proceedings of the 2015 Conference on Innovations in Theoretical Computer …, 2015
2422015
Recursive Sampling for the Nyström Method
C Musco, C Musco
arXiv preprint arXiv:1605.07583, 2016
2162016
Random Fourier features for kernel ridge regression: Approximation bounds and statistical guarantees
H Avron, M Kapralov, C Musco, C Musco, A Velingker, A Zandieh
International conference on machine learning, 253-262, 2017
1782017
Single pass spectral sparsification in dynamic streams
M Kapralov, YT Lee, C Musco, C Musco, A Sidford
Foundations of Computer Science (FOCS), 2014 IEEE 55th Annual Symposium on …, 2014
1642014
Input sparsity time low-rank approximation via ridge leverage score sampling
MB Cohen, C Musco, C Musco
Proceedings of the Twenty-Eighth Annual ACM-SIAM Symposium on Discrete …, 2017
158*2017
Minimizing polarization and disagreement in social networks
C Musco, C Musco, CE Tsourakakis
Proceedings of the 2018 world wide web conference, 369-378, 2018
1362018
Faster eigenvector computation via shift-and-invert preconditioning
D Garber, E Hazan, C Jin, C Musco, P Netrapalli, A Sidford
International Conference on Machine Learning, 2626-2634, 2016
123*2016
Hutch++: Optimal stochastic trace estimation
RA Meyer, C Musco, C Musco, DP Woodruff
Symposium on Simplicity in Algorithms (SOSA), 142-155, 2021
1022021
Online row sampling
MB Cohen, C Musco, J Pachocki
Theory of Computing 16 (1), 1-25, 2020
68*2020
Sublinear time low-rank approximation of positive semidefinite matrices
C Musco, DP Woodruff
2017 IEEE 58th Annual Symposium on Foundations of Computer Science (FOCS …, 2017
552017
Near optimal linear algebra in the online and sliding window models
SZ Vladimir Braverman, Petros Drineas, Cameron Musco, Christopher Musco ...
arXiv preprint arXiv:1805.03765, 2018
54*2018
Stability of the Lanczos method for matrix function approximation
C Musco, C Musco, A Sidford
Proceedings of the Twenty-Ninth Annual ACM-SIAM Symposium on Discrete …, 2018
522018
Ant-inspired density estimation via random walks
C Musco, HH Su, N Lynch
Proceedings of the 2016 ACM Symposium on Principles of Distributed Computing …, 2016
422016
Node embeddings and exact low-rank representations of complex networks
S Chanpuriya, C Musco, K Sotiropoulos, C Tsourakakis
Advances in neural information processing systems 33, 13185-13198, 2020
402020
Spectrum approximation beyond fast matrix multiplication: Algorithms and hardness
C Musco, P Netrapalli, A Sidford, S Ubaru, DP Woodruff
arXiv preprint arXiv:1704.04163, 2017
372017
Infinitewalk: Deep network embeddings as laplacian embeddings with a nonlinearity
S Chanpuriya, C Musco
Proceedings of the 26th ACM SIGKDD International Conference on Knowledge …, 2020
362020
Principal component projection without principal component analysis
R Frostig, C Musco, C Musco, A Sidford
International Conference on Machine Learning, 2349-2357, 2016
362016
A universal sampling method for reconstructing signals with simple fourier transforms
H Avron, M Kapralov, C Musco, C Musco, A Velingker, A Zandieh
Proceedings of the 51st Annual ACM SIGACT Symposium on Theory of Computing …, 2019
352019
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