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Malik Magdon-Ismail
- > Home > Persons > Malik Magdon-Ismail
Publications
- 2018
- [j50]Petros Drineas, Ilse C. F. Ipsen, Eugenia-Maria Kontopoulou, Malik Magdon-Ismail:
Structural Convergence Results for Approximation of Dominant Subspaces from Block Krylov Spaces. SIAM J. Matrix Anal. Appl. 39(2): 567-586 (2018) - 2017
- [j48]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Recovering PCA and Sparse PCA via Hybrid-(l1, l2) Sparse Sampling of Data Elements. J. Mach. Learn. Res. 18: 75:1-75:34 (2017) - 2016
- [j47]Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Feature selection for linear SVM with provable guarantees. Pattern Recognit. 60: 205-214 (2016) - [j46]Kenneth L. Clarkson, Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, Xiangrui Meng, David P. Woodruff:
The Fast Cauchy Transform and Faster Robust Linear Regression. SIAM J. Comput. 45(3): 763-810 (2016) - [i28]Petros Drineas, Ilse Ipsen, Eugenia-Maria Kontopoulou, Malik Magdon-Ismail:
Structural Convergence Results for Low-Rank Approximations from Block Krylov Spaces. CoRR abs/1609.00671 (2016) - 2015
- [c93]Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Feature Selection for Linear SVM with Provable Guarantees. AISTATS 2015 - [c90]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Approximating Sparse PCA from Incomplete Data. NIPS 2015: 388-396 - [c89]Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Column Selection via Adaptive Sampling. NIPS 2015: 406-414 - [i24]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Recovering PCA from Hybrid-(ℓ1, ℓ2) Sparse Sampling of Data Elements. CoRR abs/1503.00547 (2015) - [i23]Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Approximating Sparse PCA from Incomplete Data. CoRR abs/1503.03903 (2015) - [i22]Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Column Selection via Adaptive Sampling. CoRR abs/1510.04149 (2015) - 2014
- [j41]Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near-Optimal Column-Based Matrix Reconstruction. SIAM J. Comput. 43(2): 687-717 (2014) - [j39]Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail, Petros Drineas:
Random Projections for Linear Support Vector Machines. ACM Trans. Knowl. Discov. Data 8(4): 22:1-22:25 (2014) - [i20]Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Deterministic Feature Selection for Linear SVM with Provable Guarantees. CoRR abs/1406.0167 (2014) - 2013
- [j36]Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near-Optimal Coresets for Least-Squares Regression. IEEE Trans. Inf. Theory 59(10): 6880-6892 (2013) - [c85]Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail, Petros Drineas:
Random Projections for Support Vector Machines. AISTATS 2013: 498-506 - [c81]Kenneth L. Clarkson, Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, Xiangrui Meng, David P. Woodruff:
The Fast Cauchy Transform and Faster Robust Linear Regression. SODA 2013: 466-477 - 2012
- [j33]Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, David P. Woodruff:
Fast approximation of matrix coherence and statistical leverage. J. Mach. Learn. Res. 13: 3475-3506 (2012) - [c78]Michael W. Mahoney, Petros Drineas, Malik Magdon-Ismail, David P. Woodruff:
Fast approximation of matrix coherence and statistical leverage. ICML 2012 - [i17]Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Rich Coresets For Constrained Linear Regression. CoRR abs/1202.3505 (2012) - [i15]Kenneth L. Clarkson, Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, Xiangrui Meng, David P. Woodruff:
The Fast Cauchy Transform: with Applications to Basis Construction, Regression, and Subspace Approximation in L1. CoRR abs/1207.4684 (2012) - [i13]Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail, Petros Drineas:
Random Projections for Support Vector Machines. CoRR abs/1211.6085 (2012) - 2011
- [c70]Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near Optimal Column-Based Matrix Reconstruction. FOCS 2011: 305-314 - [c67]Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Sparse Features for PCA-Like Linear Regression. NIPS 2011: 2285-2293 - [i12]Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near-Optimal Column-Based Matrix Reconstruction. CoRR abs/1103.0995 (2011) - [i8]Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, David P. Woodruff:
Fast approximation of matrix coherence and statistical leverage. CoRR abs/1109.3843 (2011) - 2006
- [c27]Petros Drineas, Malik Magdon-Ismail, Gopal Pandurangan, Reino Virrankoski, Andreas Savvides:
Distance Matrix Reconstruction from Incomplete Distance Information for Sensor Network Localization. SECON 2006: 536-544
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