Corinna Cortes

Support-Vector Networks
Corinna Cortes, Vladimir N. Vapnik
1995Machine Learning59K citations Open access
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Proceedings of the 28th International Conference on Neural Information Processing Systems
Corinna Cortes, Dongyeon Lee, Masanori Sugiyama, R. Garnett
2015747 citations
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Proceedings of the 27th International Conference on Neural Information Processing Systems - Volume 1
Zoubin Ghahramani A, Max Welling, Corinna Cortes, Neil David Lawrence +1 more
2014656 citations
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Comparison of classifier methods: a case study in handwritten digit recognition
Léon Bottou, Corinna Cortes, John S. Denker, Harris Drucker +7 more
2002IAPR International Conference on Pattern Recognition (ICPR)626 citations
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Comparison of learning algorithms for handwritten digit recognition
Yann LeCun, L. D. Jackel, Léon Bottou, A. Brunot +8 more
1995611 citations
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AUC Optimization vs. Error Rate Minimization
Corinna Cortes, Mehryar Mohri
2003530 citations
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Proceedings of the 27th International Conference on Neural Information Processing Systems
Zoubin Ghahramani A, Max Welling, Corinna Cortes, Neil David Lawrence +1 more
2014481 citations
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Learning algorithms for classification: A comparison on handwritten digit recognition
Yann LeCun, L. D. Jackel, Léon Bottou, Corinna Cortes +7 more
1995440 citations
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Algorithms for Learning Kernels Based on Centered Alignment
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
2012arXiv (Cornell University)383 citations Open access
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L2 Regularization for Learning Kernels
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
2012arXiv (Cornell University)361 citations Open access
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Boosting and Other Ensemble Methods
Harris Drucker, Corinna Cortes, L. D. Jackel, Yann LeCun +1 more
1994Neural Computation357 citations
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Learning Non-Linear Combinations of Kernels
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
2009281 citations
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Sample Selection Bias Correction Theory
Corinna Cortes, Mehryar Mohri, Michael Riley, Afshin Rostamizadeh
2008Lecture notes in computer science266 citations Open access
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Proceedings of the 28th International Conference on Neural Information Processing Systems - Volume 1
Corinna Cortes, Daniel D. Lee, Masanori Sugiyama, Richard Garnett
2015261 citations
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Boosting Decision Trees
Harris Drucker, Corinna Cortes
1995neural information processing systems233 citations
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Communities of Interest
Corinna Cortes, Daryl Pregibon, Chris T. Volinsky
2001Lecture notes in computer science195 citations
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Learning Bounds for Importance Weighting
Corinna Cortes, Yishay Mansour, Mehryar Mohri
2010194 citations
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AdaNet: Adaptive Structural Learning of Artificial Neural Networks
Corinna Cortes, Xavi Gonzalvo, Vitaly Kuznetsov, Mehryar Mohri +1 more
2016arXiv (Cornell University)182 citations Open access
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Hancock
Corinna Cortes, Kathleen Shanahan Fisher, Daryl Pregibon, Anne Rogers
2000ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)179 citations
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Learning with Rejection
Corinna Cortes, Giulia DeSalvo, Mehryar Mohri
2016Lecture notes in computer science175 citations
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Two-Stage Learning Kernel Algorithms
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
2010169 citations
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Rational Kernels: Theory and Algorithms
Corinna Cortes, Patrick Haffner, Mehryar Mohri
2004164 citations
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Confidence Intervals for the Area Under the ROC Curve
Corinna Cortes, Mehryar Mohri
2004neural information processing systems158 citations
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Domain adaptation and sample bias correction theory and algorithm for regression
Corinna Cortes, Mehryar Mohri
2013Theoretical Computer Science147 citations Open access
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Squashing flat files flatter
William DuMouchel, Chris T. Volinsky, Theodore J. Johnson, Corinna Cortes +1 more
1999ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)134 citations
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On the Impact of Kernel Approximation on Learning Accuracy
Corinna Cortes, Mehryar Mohri, Ameet Talwalkar
2010126 citations
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Learning Curves: Asymptotic Values and Rate of Convergence
Corinna Cortes, L. D. Jackel, Sara A. Solla, Vladimir N. Vapnik +1 more
1993124 citations
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On Transductive Regression
Corinna Cortes, Mehryar Mohri
2007The MIT Press eBooks118 citations
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Computational Methods for Dynamic Graphs
Corinna Cortes, Daryl Pregibon, Chris T. Volinsky
2003Journal of Computational and Graphical Statistics114 citations
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Signature-Based Methods for Data Streams
Corinna Cortes, Daryl Pregibon
2001Data Mining and Knowledge Discovery112 citations
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Magnitude-preserving ranking algorithms
Corinna Cortes, Mehryar Mohri, Ashish Kumar Rastogi
2007International Conference on Machine Learning105 citations
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Domain Adaptation in Regression
Corinna Cortes, Mehryar Mohri
2011Lecture notes in computer science104 citations
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Generalization Bounds for Learning Kernels
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
201094 citations
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Limits on Learning Machine Accuracy Imposed by Data Quality
Corinna Cortes, L. D. Jackel, Wan-Ping Chiang
199489 citations
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A general regression technique for learning transductions
Corinna Cortes, Mehryar Mohri, Jason Weston
2005International Conference on Machine Learning87 citations
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Learning Kernels Using Local Rademacher Complexity
Corinna Cortes, Marius Kloft, Mehryar Mohri
201377 citations
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Margin-Based Ranking Meets Boosting in the Middle
Cynthia D Rudin, Corinna Cortes, Mehryar Mohri, Robert E. Schapire
2005Lecture notes in computer science68 citations
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Adaptation Algorithm and Theory Based on Generalized Discrepancy
Corinna Cortes, Mehryar Mohri, Andrés Muñoz Medina
2015ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)57 citations Open access
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Rational Kernels
Corinna Cortes, Patrick Haffner, Mehryar Mohri
2002neural information processing systems54 citations
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Boosting with Abstention
Corinna Cortes, Giulia DeSalvo, Mehryar Mohri
2016neural information processing systems53 citations
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Polynomial Semantic Indexing
Bing Bai, Jason Weston, David Grangier, Ronan Collobert +4 more
200948 citations
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Stability of transductive regression algorithms
Corinna Cortes, Mehryar Mohri, Dmitry Pechyony, Ashish Kumar Rastogi
2008International Conference on Machine Learning48 citations
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Deep Boosting
Corinna Cortes, Mehryar Mohri, Umar Syed
2014International Conference on Machine Learning47 citations
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Prediction of Generalization Ability in Learning Machines
Corinna Cortes
1994UR Research (University of Rochester)45 citations
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Learning sequence kernels
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
2008Machine learning for signal processing ...44 citations
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Adaptation Based on Generalized Discrepancy
Corinna Cortes, Mehryar Mohri, Andrés Muñoz Medina
201938 citations
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Boosting and Other Machine Learning Algorithms
Harris Drucker, Corinna Cortes, L. D. Jackel, Yann LeCun +1 more
1994Elsevier eBooks37 citations
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Multi-Class Classification with Maximum Margin Multiple Kernel
Corinna Cortes, Mehryar Mohri, Afshin Rostamizadeh
201335 citations
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Positive Definite Rational Kernels
Corinna Cortes, Patrick Haffner, Mehryar Mohri
2003Lecture notes in computer science35 citations
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Lp DISTANCE AND EQUIVALENCE OF PROBABILISTIC AUTOMATA
Corinna Cortes, Mehryar Mohri, Ashish Kumar Rastogi
2007International Journal of Foundations of Computer Science34 citations
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Most-cited papers