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2018
[j50]
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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
[j49]
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Malik Magdon-Ismail:
NP-hardness and inapproximability of sparse PCA. Inf. Process. Lett. 126: 35-38 (2017)
[j48]
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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]
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Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Feature selection for linear SVM with provable guarantees. Pattern Recognit. 60: 205-214 (2016)
[j46]
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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)
[j45]
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Rostyslav Korolov, Justin Peabody, Allen Lavoie, Sanmay Das, Malik Magdon-Ismail, William A. Wallace:
Predicting charitable donations using social media. Soc. Netw. Anal. Min. 6(1): 31:1-31:10 (2016)
[j44]
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Sanmay Das, Allen Lavoie, Malik Magdon-Ismail:
Manipulation among the Arbiters of Collective Intelligence: How Wikipedia Administrators Mold Public Opinion. ACM Trans. Web 10(4): 24:1-24:25 (2016)
2015
[j43]
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Elliot Anshelevich, Ameya Hate, Malik Magdon-Ismail:
Seeding influential nodes in non-submodular models of information diffusion. Auton. Agents Multi Agent Syst. 29(1): 131-159 (2015)
2014
[j42]
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Christos Boutsidis, Malik Magdon-Ismail:
A note on sparse least-squares regression. Inf. Process. Lett. 114(5): 273-276 (2014)
[j41]
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near-Optimal Column-Based Matrix Reconstruction. SIAM J. Comput. 43(2): 687-717 (2014)
[j40]
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Sibel Adali, Xiaohui Lu, Malik Magdon-Ismail:
Local, community and global centrality methods for analyzing networks. Soc. Netw. Anal. Min. 4(1): 210 (2014)
[j39]
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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)
2013
[j38]
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Ali Çivril, Malik Magdon-Ismail:
Exponential Inapproximability of Selecting a Maximum Volume Sub-matrix. Algorithmica 65(1): 159-176 (2013)
[j37]
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Christos Boutsidis, Malik Magdon-Ismail:
Deterministic Feature Selection for $k$-Means Clustering. IEEE Trans. Inf. Theory 59(9): 6099-6110 (2013)
[j36]
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near-Optimal Coresets for Least-Squares Regression. IEEE Trans. Inf. Theory 59(10): 6880-6892 (2013)
[j35]
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Sibel Adali, Malik Magdon-Ismail, Xiaohui Lu:
iHypR: Prominence ranking in networks of collaborations with hyperedges. ACM Trans. Knowl. Discov. Data 7(4): 16:1-16:32 (2013)
2012
[j34]
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Malik Magdon-Ismail, Jonathan T. Purnell:
Approximating the covariance matrix of GMMs with low-rank perturbations. Int. J. Data Min. Model. Manag. 4(2): 107-122 (2012)
[j33]
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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)
[j32]
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Ali Çivril, Malik Magdon-Ismail:
Column subset selection via sparse approximation of SVD. Theor. Comput. Sci. 421: 1-14 (2012)
[j31]
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Sibel Adali, Tina Liu, Malik Magdon-Ismail:
An analysis of optimal link bombs. Theor. Comput. Sci. 437: 1-20 (2012)
[j30]
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Sanmay Das, Malik Magdon-Ismail:
A Model for Information Growth in Collective Wisdom Processes. ACM Trans. Knowl. Discov. Data 6(2): 6:1-6:10 (2012)
2011
[j29]
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Mark K. Goldberg, Malik Magdon-Ismail:
Embedding a Forest in a Graph. Electron. J. Comb. 18(1) (2011)
[j28]
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Stephen Kelley, Mark K. Goldberg, Konstantin Mertsalov, Malik Magdon-Ismail, William A. Wallace:
Overlapping communities in social networks. Int. J. Soc. Comput. Cyber Phys. Syst. 1(2): 135-159 (2011)
[j27]
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Marco Baglietto, Lubica Benusková, Ivo Bukovsky, Tianping Chen, Tom Heskes, Kazushi Ikeda, Fakhri Karray, Rhee Man Kil, Robert Legenstein, Jinhu Lu, Yunqian Ma, Malik Magdon-Ismail, Michael G. Paulin, Robi Polikar, Danil V. Prokhorov, Marco A. Wiering, Vicente Zarzoso:
Editorial: One Year as EiC, and Editorial-Board Changes at TNN. IEEE Trans. Neural Networks 22(1): 1-7 (2011)
2010
[j26]
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Cindy Hui, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Simulating the Diffusion of Information: An Agent-Based Modeling Approach. Int. J. Agent Technol. Syst. 2(3): 31-46 (2010)
[j25]
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Malik Magdon-Ismail, Konstantin Mertsalov:
A permutation approach to validation. Stat. Anal. Data Min. 3(6): 361-380 (2010)
2009
[j24]
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Costas Busch, Malik Magdon-Ismail:
Atomic routing games on maximum congestion. Theor. Comput. Sci. 410(36): 3337-3347 (2009)
[j23]
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Ali Çivril, Malik Magdon-Ismail:
On selecting a maximum volume sub-matrix of a matrix and related problems. Theor. Comput. Sci. 410(47-49): 4801-4811 (2009)
2008
[j22]
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Costas Busch, Malik Magdon-Ismail, Fikret Sivrikaya, Bülent Yener:
Contention-free MAC protocols for asynchronous wireless sensor networks. Distributed Comput. 21(1): 23-42 (2008)
[j21]
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Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Reverse Engineering a Social Agent-Based Hidden Markov Model - VISAGE. Int. J. Neural Syst. 18(6): 491-526 (2008)
[j20]
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Malik Magdon-Ismail, Joseph Sill:
A linear fit gets the correct monotonicity directions. Mach. Learn. 70(1): 21-43 (2008)
[j19]
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  - journals/taas/BaumesCFGMW08
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Jeffrey Baumes, Hung-Ching Chen, Matthew Francisco, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
ViSAGE: A Virtual Laboratory for Simulation and Analysis of Social Group Evolution. ACM Trans. Auton. Adapt. Syst. 3(3): 8:1-8:35 (2008)
[j18]
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Volkan Isler, Malik Magdon-Ismail:
Sensor Selection in Arbitrary Dimensions. IEEE Trans Autom. Sci. Eng. 5(4): 651-660 (2008)
[j17]
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Costas Busch, Malik Magdon-Ismail, Jing Xi:
Optimal Oblivious Path Selection on the Mesh. IEEE Trans. Computers 57(5): 660-671 (2008)
2007
[j16]
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Sibel Adali, Brandeis Hill, Malik Magdon-Ismail:
Information vs. Robustness in Rank Aggregation: Models, Algorithms and a Statistical Framework for Evaluation. J. Digit. Inf. Manag. 5(5): 292-308 (2007)
[j15]
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Costas Busch, Malik Magdon-Ismail, Marios Mavronicolas:
Efficient bufferless packet switching on trees and leveled networks. J. Parallel Distributed Comput. 67(11): 1168-1186 (2007)
[j14]
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Costas Busch, Malik Magdon-Ismail, Marios Mavronicolas:
Universal Bufferless Packet Switching. SIAM J. Comput. 37(4): 1139-1162 (2007)
[j13]
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Victor Boyarshinov, Malik Magdon-Ismail:
Efficient Optimal Linear Boosting of a Pair of Classifiers. IEEE Trans. Neural Networks 18(2): 317-328 (2007)
[j12]
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Bülent Yener, Malik Magdon-Ismail, Fikret Sivrikaya:
Joint problem of power optimal connectivity and coverage in wireless sensor networks. Wirel. Networks 13(4): 537-550 (2007)
2006
[j11]
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Costas Busch, Malik Magdon-Ismail, Marios Mavronicolas, Paul G. Spirakis:
Direct Routing: Algorithms and Complexity. Algorithmica 45(1): 45-68 (2006)
[j10]
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Victor Boyarshinov, Malik Magdon-Ismail:
Linear time isotonic and unimodal regression in the L₁ and L_infinity norms. J. Discrete Algorithms 4(4): 676-691 (2006)
2005
[j9]
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Costas Busch, Mukkai S. Krishnamoorthy, Malik Magdon-Ismail:
Hardness Results for Cake Cutting. Bull. EATCS 86: 85-106 (2005)
2002
[j8]
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Malik Magdon-Ismail, Amir F. Atiya:
Density estimation and random variate generation using multilayer networks. IEEE Trans. Neural Networks 13(3): 497-520 (2002)
2001
[j7]
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Eric Breimer, Mark K. Goldberg, Brian Kolstad, Malik Magdon-Ismail:
On the Height of a Random Set of Points in a d-Dimensional Unit Cube. Exp. Math. 10(4): 583-597 (2001)
[j6]
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Yaser S. Abu-Mostafa, Amir F. Atiya, Malik Magdon-Ismail, Halbert L. White:
Introduction to the special issue on neural networks in financial engineering. IEEE Trans. Neural Networks 12(4): 653-656 (2001)
[j5]
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Malik Magdon-Ismail:
The equivalent martingale measure: an introduction to pricing using expectations. IEEE Trans. Neural Networks 12(4): 684-693 (2001)
2000
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Malik Magdon-Ismail:
No Free Lunch for Noise Prediction. Neural Comput. 12(3): 547-564 (2000)
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Malik Magdon-Ismail, Amir F. Atiya:
The Early Restart Algorithm. Neural Comput. 12(6): 1303-1312 (2000)
1999
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Zehra Cataltepe, Yaser S. Abu-Mostafa, Malik Magdon-Ismail:
No Free Lunch for Early Stopping. Neural Comput. 11(4): 995-1009 (1999)
1998
[j1]
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Malik Magdon-Ismail, Alexander Nicholson, Yaser S. Abu-Mostafa:
Financial markets: very noisy information processing. Proc. IEEE 86(11): 2184-2195 (1998)

Conference and Workshop Papers

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2024
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Yun Lu, Malik Magdon-Ismail, Yu Wei, Vassilis Zikas:
Eureka: A General Framework for Black-box Differential Privacy Estimators. SP 2024: 913-931
2023
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Yanna Ding, Jianxi Gao, Malik Magdon-Ismail:
Learning Network Dynamics from Noisy Steady States. ASONAM 2023: 46-50
2022
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Georgios Mavroudeas, Nafis Neehal, Jason Nicholas Kuruzovich, Kristin P. Bennett, Malik Magdon-Ismail:
Subpopulation Analysis in Causal Inference: A Healthcare Case Study. BIBM 2022: 1673-1676
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  - conf/cscml/CiampiIMOZ22
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Michele Ciampi, Muhammad Ishaq, Malik Magdon-Ismail, Rafail Ostrovsky, Vassilis Zikas:
FairMM: A Fast and Frontrunning-Resistant Crypto Market-Maker. CSCML 2022: 428-446
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Georgios Mavroudeas, Malik Magdon-Ismail, Xiao Shou, Kristin P. Bennett:
HMM-Boost: Improved Time Series State Prediction Via Supervised Hidden Markov Models: Case Studies in Epileptic Seizure and Complex Care Management. ICKG 2022: 180-187
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Georgios Mavroudeas, Malik Magdon-Ismail, Xiao Shou, Kristin P. Bennett:
HMM-Boost: Improved Time Series State Prediction Via Supervised Hidden Markov Models: Case Studies in Epileptic Seizure and Complex Care Management. ICDM (Workshops) 2022: 316-323
2021
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Georgios Mavroudeas, Nafis Neehal, Xiao Shou, Malik Magdon-Ismail, Jason Nicholas Kuruzovich, Kristin P. Bennett:
Predictive Modeling for Complex Care Management. BIBM 2021: 1443-1448
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Georgios Mavroudeas, Guillaume Baudart, Alan Cha, Martin Hirzel, Jim Alain Laredo, Malik Magdon-Ismail, Louis Mandel, Erik Wittern:
Learning GraphQL Query Cost. ASE 2021: 1146-1150
2020
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Chunheng Jiang, Jianxi Gao, Malik Magdon-Ismail:
True Nonlinear Dynamics from Incomplete Networks. AAAI 2020: 131-138
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Prasanna Date, Christopher D. Carothers, John E. Mitchell, James A. Hendler, Malik Magdon-Ismail:
Training Deep Neural Networks with Constrained Learning Parameters. ICRC 2020: 107-115
[c104]
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Chunheng Jiang, Jianxi Gao, Malik Magdon-Ismail:
Inferring Degrees from Incomplete Networks and Nonlinear Dynamics. IJCAI 2020: 3307-3313
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Dong Hu, Alex Gittens, Malik Magdon-Ismail:
NoisyCUR: An Algorithm for Two-Cost Budgeted Matrix Completion. ECML/PKDD (1) 2020: 746-761
2019
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Malik Magdon-Ismail, Kshiteesh Hegde:
The intrinsic scale of networks is small. ASONAM 2019: 440-447
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Xiao Shou, Georgios Mavroudeas, Alexander New, Kofi Arhin, Jason Nicholas Kuruzovich, Malik Magdon-Ismail, Kristin P. Bennett:
Supervised Mixture Models for Population Health. BIBM 2019: 1057-1064
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Maksim Tsikhanovich, Malik Magdon-Ismail, Muhammad Ishaq, Vassilis Zikas:
PD-ML-Lite: Private Distributed Machine Learning from Lightweight Cryptography. ISC 2019: 149-167
2018
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Kshiteesh Hegde, Malik Magdon-Ismail:
Separating Terrorist-Like Topological Signatures Embedded in Benign Networks. MILCOM 2018: 1-9
[c98]
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Malik Magdon-Ismail, Lirong Xia:
A Mathematical Model For Optimal Decisions In A Representative Democracy. NeurIPS 2018: 4707-4716
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Prasanna Date, Christopher D. Carothers, James A. Hendler, Malik Magdon-Ismail:
Efficient Classification of Supercomputer Failures Using Neuromorphic Computing. SSCI 2018: 242-249
2016
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Ke Wu, Philip Watters, Malik Magdon-Ismail:
Network classification using adjacency matrix embeddings and deep learning. ASONAM 2016: 299-306
[c95]
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Kshiteesh Hegde, Malik Magdon-Ismail, Boleslaw K. Szymanski, Konstantin Kuzmin:
Clustering, Prominence and Social Network Analysis on Incomplete Networks. COMPLEX NETWORKS 2016: 287-298
[c94]
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Malik Magdon-Ismail, Christos Boutsidis:
Optimal Sparse Linear Encoders and Sparse PCA. NIPS 2016: 298-306
2015
[c93]
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Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Feature Selection for Linear SVM with Provable Guarantees. AISTATS 2015
[c92]
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Rostyslav Korolov, Justin Peabody, Allen Lavoie, Sanmay Das, Malik Magdon-Ismail, William A. Wallace:
Actions Are Louder than Words in Social Media. ASONAM 2015: 292-297
[c91]
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Ethan Gertler, Erika Mackin, Malik Magdon-Ismail, Lirong Xia, Yuan Yi:
Computing Manipulations of Ranking Systems. AAMAS 2015: 685-693
[c90]
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Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Approximating Sparse PCA from Incomplete Data. NIPS 2015: 388-396
[c89]
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Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Column Selection via Adaptive Sampling. NIPS 2015: 406-414
2014
[c88]
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Dian Yu, Hongzhao Huang, Taylor Cassidy, Heng Ji, Chi Wang, Shi Zhi, Jiawei Han, Clare R. Voss, Malik Magdon-Ismail:
The Wisdom of Minority: Unsupervised Slot Filling Validation based on Multi-dimensional Truth-Finding. COLING 2014: 1567-1578
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Christos Boutsidis, Malik Magdon-Ismail:
Faster SVD-truncated regularized least-squares. ISIT 2014: 1321-1325
2013
[c86]
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Mithun Chakraborty, Sanmay Das, Allen Lavoie, Malik Magdon-Ismail, Yonatan Naamad:
Instructor Rating Markets. AAAI 2013: 159-165
[c85]
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Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail, Petros Drineas:
Random Projections for Support Vector Machines. AISTATS 2013: 498-506
[c84]
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Sibel Adali, Xiaohui Lu, Malik Magdon-Ismail:
Deconstructing centrality: thinking locally and ranking globally in networks. ASONAM 2013: 418-425
[c83]
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Elliot Anshelevich, Ameya Hate, Malik Magdon-Ismail:
Seeding influential nodes in non-submodular models of information diffusion. AAMAS 2013: 1305-1306
[c82]
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Sanmay Das, Allen Lavoie, Malik Magdon-Ismail:
Manipulation among the arbiters of collective intelligence: how wikipedia administrators mold public opinion. CIKM 2013: 1097-1106
[c81]
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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
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Pranay Anchuri, Malik Magdon-Ismail:
Communities and Balance in Signed Networks: A Spectral Approach. ASONAM 2012: 235-242
[c79]
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Mark K. Goldberg, Malik Magdon-Ismail, James Thompson:
Identifying Long Lived Social Communities Using Structural Properties. ASONAM 2012: 647-653
[c78]
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Michael W. Mahoney, Petros Drineas, Malik Magdon-Ismail, David P. Woodruff:
Fast approximation of matrix coherence and statistical leverage. ICML 2012
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Mark K. Goldberg, J. Greenman, Bridget Gutting, Malik Magdon-Ismail, John Schwartz, William A. Wallace:
Graph search beyond text: Relational searches in semantic hyperlinked data. ISI 2012: 153-155
[c76]
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Aseem Brahma, Mithun Chakraborty, Sanmay Das, Allen Lavoie, Malik Magdon-Ismail:
A bayesian market maker. EC 2012: 215-232
[c75]
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Sibel Adali, Xiaohui Lu, Malik Magdon-Ismail:
Attentive Betweenness Centrality (ABC): Considering Options and Bandwidth When Measuring Criticality. SocialCom/PASSAT 2012: 358-367
[c74]
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Malik Magdon-Ismail, Brian Orecchio:
Guard your connections: infiltration of a trust/reputation based network. WebSci 2012: 195-204
[c73]
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Cindy Hui, Yulia Tyshchuk, William A. Wallace, Malik Magdon-Ismail, Mark K. Goldberg:
Information cascades in social media in response to a crisis: a preliminary model and a case study. WWW (Companion Volume) 2012: 653-656
[c72]
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Sibel Adali, Fred Sisenda, Malik Magdon-Ismail:
Actions speak as loud as words: predicting relationships from social behavior data. WWW 2012: 689-698
2011
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Mithun Chakraborty, Sanmay Das, Allen Lavoie, Malik Magdon-Ismail, Yonatan Naamad:
Instructor Rating Markets. AMMA 2011: 31-32
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near Optimal Column-Based Matrix Reconstruction. FOCS 2011: 305-314
[c69]
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Sibel Adali, Xiaohui Lu, Malik Magdon-Ismail, Jonathan T. Purnell:
Prominence Ranking in Graphs with Community Structure. ICWSM 2011
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Travis J. Desell, Malik Magdon-Ismail, Boleslaw K. Szymanski, Carlos A. Varela, Benjamin A. Willett, Matthew Arsenault, Heidi Jo Newberg:
Evolving N-Body Simulations to Determine the Origin and Structure of the Milky Way Galaxy's Halo Using Volunteer Computing. IPDPS Workshops 2011: 1888-1895
[c67]
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Sparse Features for PCA-Like Linear Regression. NIPS 2011: 2285-2293
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Cindy Hui, Malik Magdon-Ismail, William A. Wallace, Mark K. Goldberg:
Aborting a Message Flowing through Social Communities. SocialCom/PASSAT 2011: 410-417
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Malik Magdon-Ismail, Jonathan T. Purnell:
SSDE-Cluster: Fast Overlapping Clustering of Networks Using Sampled Spectral Distance Embedding and GMMs. SocialCom/PASSAT 2011: 756-759
[c64]
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Mark K. Goldberg, Malik Magdon-Ismail, Srinivas Nambirajan, James Thompson:
Tracking and Predicting Evolution of Social Communities. SocialCom/PASSAT 2011: 780-783
[c63]
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Mithun Chakraborty, Sanmay Das, Malik Magdon-Ismail:
Near-Optimal Target Learning With Stochastic Binary Signals. UAI 2011: 69-76
2010
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Travis J. Desell, David P. Anderson, Malik Magdon-Ismail, Heidi Jo Newberg, Boleslaw K. Szymanski, Carlos A. Varela:
An analysis of massively distributed evolutionary algorithms. IEEE Congress on Evolutionary Computation 2010: 1-8
[c61]
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Travis J. Desell, Malik Magdon-Ismail, Boleslaw K. Szymanski, Carlos A. Varela, Heidi Jo Newberg, David P. Anderson:
Validating Evolutionary Algorithms on Volunteer Computing Grids. DAIS 2010: 29-41
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Malik Magdon-Ismail, Jonathan T. Purnell:
Approximating the Covariance Matrix of GMMs with Low-Rank Perturbations. IDEAL 2010: 300-307
[c59]
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Sibel Adali, Robert Escriva, Mark K. Goldberg, Mykola Hayvanovych, Malik Magdon-Ismail, Boleslaw K. Szymanski, William A. Wallace, Gregory Todd Williams:
Measuring behavioral trust in social networks. ISI 2010: 150-152
[c58]
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Malik Magdon-Ismail:
Permutation Complexity Bound on Out-Sample Error. NIPS 2010: 1531-1539
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Costas Busch, Malik Magdon-Ismail:
Optimal Oblivious Routing in Hole-Free Networks. QSHINE 2010: 421-437
[c56]
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Malik Magdon-Ismail, Konstantin Mertsalov:
A Permutation Approach to Validation. SDM 2010: 882-893
[c55]
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Sanmay Das, Malik Magdon-Ismail:
Collective wisdom: information growth in wikis and blogs. EC 2010: 231-240
[c54]
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Mark K. Goldberg, Stephen Kelley, Malik Magdon-Ismail, Konstantin Mertsalov, Al Wallace:
Finding Overlapping Communities in Social Networks. SocialCom/PASSAT 2010: 104-113
[c53]
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Mark K. Goldberg, Mykola Hayvanovych, Malik Magdon-Ismail:
Measuring Similarity between Sets of Overlapping Clusters. SocialCom/PASSAT 2010: 303-308
[c52]
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Cindy Hui, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Agent-based simulation of the diffusion of warnings. SpringSim 2010: 9
2009
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Konstantin Mertsalov, Malik Magdon-Ismail, Mark K. Goldberg:
Models of Communication Dynamics for Simulation of Information Diffusion. ASONAM 2009: 194-199
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Chris Wynnyk, Malik Magdon-Ismail:
Pricing the American Option Using Reconfigurable Hardware. CSE (2) 2009: 532-536
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Travis J. Desell, Malik Magdon-Ismail, Boleslaw K. Szymanski, Carlos A. Varela, Heidi Jo Newberg, Nathan Cole:
Robust Asynchronous Optimization for Volunteer Computing Grids. eScience 2009: 263-270
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Jonathan T. Purnell, Malik Magdon-Ismail:
Learning American English Accents Using Ensemble Learning with GMMs. ICMLA 2009: 47-52
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Stephen Kelley, Mark K. Goldberg, Malik Magdon-Ismail, Konstantin Mertsalov:
Stability of individual and group behavior in a blog network. ISI 2009: 7-12
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Stephen Kelley, Mark K. Goldberg, Malik Magdon-Ismail, Konstantin Mertsalov, William A. Wallace, Mohammed Javeed Zaki:
graphOnt: An ontology based library for conversion from semantic graphs to JUNG. ISI 2009: 170-172
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Travis J. Desell, Anthony Waters, Malik Magdon-Ismail, Boleslaw K. Szymanski, Carlos A. Varela, Matthew Newby, Heidi Jo Newberg, Andreas Przystawik, David P. Anderson:
Accelerating the MilkyWay@Home Volunteer Computing Project with GPUs. PPAM (1) 2009: 276-288
2008
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Ali Civril, Malik Magdon-Ismail:
Deterministic Sparse Column Based Matrix Reconstruction via Greedy Approximation of SVD. ISAAC 2008: 414-423
[c43]
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Mark K. Goldberg, Malik Magdon-Ismail, Stephen Kelley, Konstantin Mertsalov:
A locality model of the evolution of blog networks. ISI 2008: 191-193
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Yingjie Zhou, Malik Magdon-Ismail, William A. Wallace, Mark K. Goldberg:
A Generative Model for Statistical Determination of Information Content from Conversation Threads. ISI Workshops 2008: 331-342
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Mark K. Goldberg, Malik Magdon-Ismail, Stephen Kelley, Konstantin Mertsalov:
Stable Statistics of the Blogograph. ISIPS 2008: 104-114
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Mark K. Goldberg, Stephen Kelley, Malik Magdon-Ismail, Konstantin Mertsalov, William A. Wallace:
Communication Dynamics of Blog Networks. SNAKDD 2008: 36-54
[c39]
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Sanmay Das, Malik Magdon-Ismail:
Adapting to a Market Shock: Optimal Sequential Market-Making. NIPS 2008: 361-368
2007
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Travis J. Desell, Nathan Cole, Malik Magdon-Ismail, Heidi Jo Newberg, Boleslaw K. Szymanski, Carlos A. Varela:
Distributed and Generic Maximum Likelihood Evaluation. eScience 2007: 337-344
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Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Learning What Makes a Society Tick. ICDM Workshops 2007: 195-200
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Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Discover the power of social and hidden curriculum to decision making: experiments with enron email and movie newsgroups. ICMLA 2007: 154-159
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Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Reverse Engineering an Agent-Based Hidden Markov Model for Complex Social Systems. IDEAL 2007: 940-949
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Jeffrey Baumes, Mark K. Goldberg, Mykola Hayvanovych, Stephen Kelley, Malik Magdon-Ismail, Konstantin Mertsalov, William A. Wallace:
SIGHTS: A Software System for Finding Coalitions and Leaders in a Social Network. ISI 2007: 193-199
2006
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Costas Busch, Malik Magdon-Ismail:
Atomic Routing Games on Maximum Congestion. AAIM 2006: 79-91
[c32]
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Ali Civril, Malik Magdon-Ismail, Eli Bocek-Rivele:
SSDE: Fast Graph Drawing Using Sampled Spectral Distance Embedding. GD 2006: 30-41
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Sibel Adali, Brandeis Hill, Malik Magdon-Ismail:
The Impact of Ranker Quality on Rank Aggregation Algorithms: Information vs. Robustness. ICDE Workshops 2006: 37
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Hung-Ching Chen, Malik Magdon-Ismail:
NN-OPT: Neural Network for Option Pricing Using Multinomial Tree. ICONIP (3) 2006: 360-369
[c29]
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Jeffrey Baumes, Mark K. Goldberg, Mykola Hayvanovych, Malik Magdon-Ismail, William A. Wallace, Mohammed Javeed Zaki:
Finding Hidden Group Structure in a Stream of Communications. ISI 2006: 201-212
[c28]
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Hung-Ching Chen, Malik Magdon-Ismail:
Learning Martingale Measures From High Frequency Financial Data to Help Option Pricing. JCIS 2006
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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
2005
[c26]
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Sibel Adali, Tina Liu, Malik Magdon-Ismail:
Optimal Link Bombs are Uncoordinated. AIRWeb 2005: 58-69
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Costas Busch, Shailesh Kelkar, Malik Magdon-Ismail:
Efficient Bufferless Routing on Leveled Networks. Euro-Par 2005: 931-940
[c24]
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Ali Civril, Malik Magdon-Ismail, Eli Bocek-Rivele:
SDE: Graph Drawing Using Spectral Distance Embedding. GD 2005: 512-513
[c23]
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Seyit Ahmet Çamtepe, Mark K. Goldberg, Malik Magdon-Ismail, Mukkai Krishn:
Detecting conversing groups of chatters: a model, algorithms, and tests. IADIS AC 2005: 89-96
[c22]
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Jeffrey Baumes, Mark K. Goldberg, Mukkai S. Krishnamoorthy, Malik Magdon-Ismail, Nathan Preston:
Finding communities by clustering a graph into overlapping subgraphs. IADIS AC 2005: 97-104
[c21]
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Costas Busch, Malik Magdon-Ismail, Jing Xi:
Optimal Oblivious Path Selection on the Mesh. IPDPS 2005
[c20]
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Jeffrey Baumes, Mark K. Goldberg, Malik Magdon-Ismail:
Efficient Identification of Overlapping Communities. ISI 2005: 27-36
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Jonathan T. Purnell, Malik Magdon-Ismail, Heidi Jo Newberg:
A Probabilistic Approach to Finding Geometric Objects in Spatial Datasets of the Milky Way. ISMIS 2005: 485-493
[c18]
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Costas Busch, Malik Magdon-Ismail, Jing Xi:
Oblivious routing on geometric networks. SPAA 2005: 316-324
[c17]
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Mark K. Goldberg, David L. Hollinger, Malik Magdon-Ismail:
Experimental Evaluation of the Greedy and Random Algorithms for Finding Independent Sets in Random Graphs. WEA 2005: 513-523
2004
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Costas Busch, Malik Magdon-Ismail, Marios Mavronicolas, Paul G. Spirakis:
Direct Routing: Algorithms and Complexity. ESA 2004: 134-145
[c15]
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Costas Busch, Malik Magdon-Ismail, Marios Mavronicolas, Roger Wattenhofer:
Near-Optimal Hot-Potato Routing on Trees. Euro-Par 2004: 820-827
[c14]
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Hung-Ching Chen, Mark K. Goldberg, Malik Magdon-Ismail:
Identifying Multi-ID Users in Open Forums. ISI 2004: 176-186
[c13]
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Jeffrey Baumes, Mark K. Goldberg, Malik Magdon-Ismail, William A. Wallace:
Discovering Hidden Groups in Communication Networks. ISI 2004: 378-389
[c12]
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Costas Busch, Malik Magdon-Ismail, Marios Mavronicolas:
Universal Bufferless Routing. WAOA 2004: 239-252
[c11]
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Costas Busch, Malik Magdon-Ismail, Fikret Sivrikaya, Bülent Yener:
Contention-Free MAC Protocols for Wireless Sensor Networks. DISC 2004: 245-259
2003
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Malik Magdon-Ismail:
Pricing the American put using a new class of tight lower bounds. CIFEr 2003: 93-100
[c9]
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Malik Magdon-Ismail, Amir F. Atiya, Amrit Pratap, Yaser S. Abu-Mostafa:
The maximum drawdown of the Brownian motion. CIFEr 2003: 243-247
[c8]
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Malik Magdon-Ismail, Joseph Sill:
Using a Linear Fit to Determine Monotonicity Directions. COLT 2003: 477-491
[c7]
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Malik Magdon-Ismail, Mark K. Goldberg, William A. Wallace, David Siebecker:
Locating Hidden Groups in Communication Networks Using Hidden Markov Models. ISI 2003: 126-137
[c6]
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Malik Magdon-Ismail, Costas Busch, Mukkai S. Krishnamoorthy:
Cake-Cutting Is Not a Piece of Cake. STACS 2003: 596-607
2002
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Malik Magdon-Ismail, Hung-Ching Chen, Yaser S. Abu-Mostafa:
The Multilevel Classification Problem and a Monotonicity Hint. IDEAL 2002: 410-415
2001
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Eric Breimer, Mark K. Goldberg, Brian Kolstad, Malik Magdon-Ismail:
Experimental Evaluation of the Height of a Random Set of Points in a d-Dimensional Cube. ALENEX 2001: 161-171
[c3]
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Mark K. Goldberg, Darren T. Lim, Malik Magdon-Ismail:
A learning algorithm for string assembly. BIOKDD 2001: 31-37
1998
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Malik Magdon-Ismail, Amir F. Atiya:
Neural Networks for Density Estimation. NIPS 1998: 522-528
1997
[c1]
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Zehra Cataltepe, Malik Magdon-Ismail:
Incorporating Test Inputs into Learning. NIPS 1997: 437-443

Parts in Books or Collections

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2011
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Costas Busch, Malik Magdon-Ismail, Jing Xi:
Oblivious Routing for Sensor Network Topologies. Theoretical Aspects of Distributed Computing in Sensor Networks 2011: 381-406
2010
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Nathan Cole, Travis J. Desell, Daniel Lombraña Gonzalez, Francisco Fernández de Vega, Malik Magdon-Ismail, Heidi Jo Newberg, Boleslaw K. Szymanski, Carlos A. Varela:
Evolutionary Algorithms on Volunteer Computing Platforms: The MilkyWay@Home Project. Parallel and Distributed Computational Intelligence 2010: 63-90

Reference Works

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2018
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Cindy Hui, William A. Wallace, Malik Magdon-Ismail, Mark K. Goldberg:
Actionable Information in Social Networks, Diffusion of. Encyclopedia of Social Network Analysis and Mining. 2nd Ed. 2018
2014
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Cindy Hui, William A. Wallace, Malik Magdon-Ismail, Mark K. Goldberg:
Actionable Information in Social Networks, Diffusion of. Encyclopedia of Social Network Analysis and Mining 2014: 1-9

Informal and Other Publications

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2023
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Alex Gittens, Malik Magdon-Ismail:
Reduced Label Complexity For Tight 𝓁₂ Regression. CoRR abs/2305.07486 (2023)
[i49]
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Yun Lu, Malik Magdon-Ismail, Yu Wei, Vassilis Zikas:
Privacy-Utility Tradeoff of OLS with Random Projections. CoRR abs/2309.01243 (2023)
2022
[i48]
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Yun Lu, Yu Wei, Malik Magdon-Ismail, Vassilis Zikas:
Eureka: A General Framework for Black-box Differential Privacy Estimators. IACR Cryptol. ePrint Arch. 2022: 1250 (2022)
2021
[i47]
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Dong Hu, Alex Gittens, Malik Magdon-Ismail:
NoisyCUR: An algorithm for two-cost budgeted matrix completion. CoRR abs/2104.08026 (2021)
[i46]
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  - journals/corr/abs-2108-11139
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Georgios Mavroudeas, Guillaume Baudart, Alan Cha, Martin Hirzel, Jim Alain Laredo, Malik Magdon-Ismail, Louis Mandel, Erik Wittern:
Learning GraphQL Query Costs (Extended Version). CoRR abs/2108.11139 (2021)
[i45]
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Michele Ciampi, Muhammad Ishaq, Malik Magdon-Ismail, Rafail Ostrovsky, Vassilis Zikas:
FairMM: A Fast and Frontrunning-Resistant Crypto Market-Maker. IACR Cryptol. ePrint Arch. 2021: 609 (2021)
2020
[i44]
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  - journals/corr/abs-2001-06722
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Chunheng Jiang, Jianxi Gao, Malik Magdon-Ismail:
True Nonlinear Dynamics from Incomplete Networks. CoRR abs/2001.06722 (2020)
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  - journals/corr/abs-2003-07602
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Malik Magdon-Ismail:
Machine Learning the Phenomenology of COVID-19 From Early Infection Dynamics. CoRR abs/2003.07602 (2020)
[i42]
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Chunheng Jiang, Jianxi Gao, Malik Magdon-Ismail:
Inferring Degrees from Incomplete Networks and Nonlinear Dynamics. CoRR abs/2004.10546 (2020)
[i41]
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  - journals/corr/abs-2008-10530
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Liam Dowling Jones, Malik Magdon-Ismail, Laura Mersini-Houghton, Steven Meshnick:
A New Mathematical Model for Controlled Pandemics Like COVID-19 : AI Implemented Predictions. CoRR abs/2008.10530 (2020)
[i40]
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Prasanna Date, Christopher D. Carothers, John E. Mitchell, James A. Hendler, Malik Magdon-Ismail:
Training Deep Neural Networks with Constrained Learning Parameters. CoRR abs/2009.00540 (2020)
2019
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  - journals/corr/abs-1901-07986
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Maksim Tsikhanovich, Malik Magdon-Ismail, Muhammad Ishaq, Vassilis Zikas:
PD-ML-Lite: Private Distributed Machine Learning from Lighweight Cryptography. CoRR abs/1901.07986 (2019)
[i38]
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  - journals/corr/abs-1901-09680
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Malik Magdon-Ismail, Kshiteesh Hegde:
The Intrinsic Scale of Networks is Small. CoRR abs/1901.09680 (2019)
[i37]
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Kshiteesh Hegde, Malik Magdon-Ismail:
Network Lens: Node Classification in Topologically Heterogeneous Networks. CoRR abs/1901.09681 (2019)
[i36]
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  - journals/corr/abs-1903-00405
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Aritra Chowdhury, Malik Magdon-Ismail, Bülent Yener:
Quantifying contribution and propagation of error from computational steps, algorithms and hyperparameter choices in image classification pipelines. CoRR abs/1903.00405 (2019)
[i35]
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  - journals/corr/abs-1903-02521
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Aritra Chowdhury, Malik Magdon-Ismail, Bülent Yener:
Quantifying error contributions of computational steps, algorithms and hyperparameter choices in image classification pipelines. CoRR abs/1903.02521 (2019)
[i34]
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  - journals/corr/abs-1909-12580
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Malik Magdon-Ismail, Alex Gittens:
Fast Fixed Dimension L2-Subspace Embeddings of Arbitrary Accuracy, With Application to L1 and L2 Tasks. CoRR abs/1909.12580 (2019)
2018
[i33]
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  - journals/corr/abs-1804-06275
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Kshiteesh Hegde, Malik Magdon-Ismail, Ram Ramanathan, Bishal Thapa:
Network Signatures from Image Representation of Adjacency Matrices: Deep/Transfer Learning for Subgraph Classification. CoRR abs/1804.06275 (2018)
[i32]
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  - journals/corr/abs-1805-02294
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Stephen Notley, Malik Magdon-Ismail:
Examining the Use of Neural Networks for Feature Extraction: A Comparative Analysis using Deep Learning, Support Vector Machines, and K-Nearest Neighbor Classifiers. CoRR abs/1805.02294 (2018)
[i31]
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  - journals/corr/abs-1807-06157
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Malik Magdon-Ismail, Lirong Xia:
A Mathematical Model for Optimal Decisions in a Representative Democracy. CoRR abs/1807.06157 (2018)
2017
[i30]
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Travis Desell, Malik Magdon-Ismail, Heidi Jo Newberg, Lee A. Newberg, Boleslaw K. Szymanski, Carlos A. Varela:
A Robust Asynchronous Newton Method for Massive Scale Computing Systems. CoRR abs/1702.02204 (2017)
2016
[i29]
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Ke Wu, Malik Magdon-Ismail:
Node-By-Node Greedy Deep Learning for Interpretable Features. CoRR abs/1602.06183 (2016)
[i28]
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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
[i27]
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Mark K. Goldberg, Mykola Hayvanovych, Malik Magdon-Ismail, William A. Wallace:
Extracting Hidden Groups and their Structure from Streaming Interaction Data. CoRR abs/1502.04154 (2015)
[i26]
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Malik Magdon-Ismail:
NP-Hardness and Inapproximability of Sparse PCA. CoRR abs/1502.05675 (2015)
[i25]
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Malik Magdon-Ismail, Christos Boutsidis:
Optimal Sparse Linear Auto-Encoders and Sparse PCA. CoRR abs/1502.06626 (2015)
[i24]
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  - journals/corr/KunduDM15
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Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Recovering PCA from Hybrid-(ℓ₁, ℓ₂) Sparse Sampling of Data Elements. CoRR abs/1503.00547 (2015)
[i23]
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Abhisek Kundu, Petros Drineas, Malik Magdon-Ismail:
Approximating Sparse PCA from Incomplete Data. CoRR abs/1503.03903 (2015)
[i22]
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Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Column Selection via Adaptive Sampling. CoRR abs/1510.04149 (2015)
2014
[i21]
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Christos Boutsidis, Malik Magdon-Ismail:
Faster SVD-Truncated Least-Squares Regression. CoRR abs/1401.0417 (2014)
[i20]
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Saurabh Paul, Malik Magdon-Ismail, Petros Drineas:
Deterministic Feature Selection for Linear SVM with Provable Guarantees. CoRR abs/1406.0167 (2014)
2013
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  - journals/corr/abs-1302-5455
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Elliot Anshelevich, Ameya Hate, Malik Magdon-Ismail:
Seeding Influential Nodes in Non-Submodular Models of Information Diffusion. CoRR abs/1302.5455 (2013)
[i18]
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Christos Boutsidis, Malik Magdon-Ismail:
A note on sparse least-squares regression. CoRR abs/1312.7499 (2013)
2012
[i17]
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  - journals/corr/abs-1202-3505
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Rich Coresets For Constrained Linear Regression. CoRR abs/1202.3505 (2012)
[i16]
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  - journals/corr/abs-1202-3704
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Mithun Chakraborty, Sanmay Das, Malik Magdon-Ismail:
Near-Optimal Target Learning With Stochastic Binary Signals. CoRR abs/1202.3704 (2012)
[i15]
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  - journals/corr/abs-1207-4684
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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)
[i14]
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  - journals/corr/abs-1209-2088
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Paul Horn, Malik Magdon-Ismail:
Spreading Processes and Large Components in Ordered, Directed Random Graphs. CoRR abs/1209.2088 (2012)
[i13]
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  - journals/corr/abs-1211-6085
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Saurabh Paul, Christos Boutsidis, Malik Magdon-Ismail, Petros Drineas:
Random Projections for Support Vector Machines. CoRR abs/1211.6085 (2012)
2011
[i12]
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  - journals/corr/abs-1103-0995
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Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail:
Near-Optimal Column-Based Matrix Reconstruction. CoRR abs/1103.0995 (2011)
[i11]
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  - journals/corr/abs-1103-1359
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Sibel Adali, Tina Liu, Malik Magdon-Ismail:
An Analysis of Optimal Link Bombs. CoRR abs/1103.1359 (2011)
[i10]
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  - journals/corr/abs-1103-5453
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Malik Magdon-Ismail:
Using a Non-Commutative Bernstein Bound to Approximate Some Matrix Algorithms in the Spectral Norm. CoRR abs/1103.5453 (2011)
[i9]
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  - journals/corr/abs-1104-2076
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Malik Magdon-Ismail:
A Note On Estimating the Spectral Norm of A Matrix Efficiently. CoRR abs/1104.2076 (2011)
[i8]
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  - journals/corr/abs-1109-3843
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Petros Drineas, Malik Magdon-Ismail, Michael W. Mahoney, David P. Woodruff:
Fast approximation of matrix coherence and statistical leverage. CoRR abs/1109.3843 (2011)
[i7]
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  - journals/corr/abs-1109-5664
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Christos Boutsidis, Malik Magdon-Ismail:
Deterministic Feature Selection for $k$-means Clustering. CoRR abs/1109.5664 (2011)
[i6]
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  - journals/corr/abs-1111-2092
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Sanmay Das, Allen Lavoie, Malik Magdon-Ismail:
Pushing Your Point of View: Behavioral Measures of Manipulation in Wikipedia. CoRR abs/1111.2092 (2011)
2010
[i5]
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  - journals/corr/abs-1006-4349
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Ali Çivril, Malik Magdon-Ismail:
Exponential Inapproximability of Selecting a Maximum Volume Sub-matrix. CoRR abs/1006.4349 (2010)
[i4]
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  - journals/corr/abs-1008-0587
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Malik Magdon-Ismail:
Row Sampling for Matrix Algorithms via a Non-Commutative Bernstein Bound. CoRR abs/1008.0587 (2010)
[i3]
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  - journals/corr/abs-1009-1446
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Aseem Brahma, Sanmay Das, Malik Magdon-Ismail:
Comparing Prediction Market Structures, With an Application to Market Making. CoRR abs/1009.1446 (2010)
[i2]
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  - journals/corr/abs-1009-4683
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Victor Boyarshinov, Malik Magdon-Ismail:
Efficient Computation of Optimal Trading Strategies. CoRR abs/1009.4683 (2010)
[i1]
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  - journals/corr/abs-1011-3882
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Mark K. Goldberg, Malik Magdon-Ismail:
Embedding a Forest in a Graph. CoRR abs/1011.3882 (2010)

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