2008
- Corinna Cortes, Mehryar Mohri, Michael Riley, and Afshin Rostamizadeh, "Sample Selection Bias Correction Theory", In Proceedings of The 19th International Conference on Algorithmic Learning Theory (ALT 2008), to appear.
- Corinna Cortes, Mehryar Mohri, Dmitry Pechyony, and Ashish Rastogi, "Stability of Transductive Regression Algorithms", In Proceedings of the Twenty-fifth International Conference on Machine Learning (ICML 2008). Helsinki, Finland, July 2008.
- Leonid Kontorovich, Corinna Cortes, and Mehryar Mohri, "Kernel Methods for Learning Languages", Theoretical Computer Science, To appear, 2008.
- Corinna Cortes, Mehryar Mohri, Ashish Rastogi, and Michael Riley, "On the Computation of the Relative Entropy of Probabilistic Automata", International Journal of Foundations of Computer Science, 19(1):219-242, 2008.
2007
- Corinna Cortes, Leonid Kontorovich, and Mehryar Mohri, "Learning Languages with Rational Kernels", in Proceedings of The 20th Annual Conference on Computational Learning Theory (COLT 2007). volume 4539 of Lecture Notes in Computer Science, pages 349-364, San Diego, California, June 2007. Springer, Heidelberg, Germany.
- Corinna Cortes, Mehryar Mohri, and Ashish Rastogi, "Magnitude-Preserving Ranking Algorithms", in Proceedings of the Twenty-fourth International Conference on Machine Learning (ICML 2007). Oregon State University, Corvallis, OR, June 2007.
- Corinna Cortes, Mehryar Mohri, and Ashish Rastogi, "An Alternative Ranking Problem for Search Engines", In Proceedings of the 6th Workshop on Experimental Algorithms (WEA 2007). Volume 4525 of Lecture Notes in Computer Science, pages 1-21, Rome, Italy, June 2007. Springer-Verlag, Heidelberg, Germany.
- Corinna Cortes, Mehryar Mohri, and Ashish Rastogi, "Lp Distance and Equivalence of Probabilistic Automata", International Journal of Foundations of Computer Science, 18(4):761-780, 2007.
- Corinna Cortes, Patrick Haffner, and Mehryar Mohri, "A Machine Learning Framework for Spoken-Dialog Classification", In Larry Rabiner and Fred Juang, editors, Handbook on Speech Processing and Speech Communication, Part E: Speech recognition. Springer-Verlag, Heidelberg, Germany, 2007.
2006
- Corinna Cortes and Mehryar Mohri, "On Transductive Regression", Neural Information Processing Systems (NIPS 2006). Vancouver, Canada, 2006. MIT Press.
- Corinna Cortes, Mehryar Mohri, and Jason Weston, "A General Regression Framework for Learning String-to-String Mappings" In Predicting Structured Data. The MIT Press, September 2007.
- Leonid Kontorovich, Corinna Cortes, and Mehryar Mohri, "Learning Linearly Separable Languages", In Proceedings of The 17th International Conference on Algorithmic Learning Theory (ALT 2006). Lecture Notes in Computer Science volume 4264, Barcelona, Spain, October 2006. Springer, Heidelberg, Germany.
- Corinna Cortes, Mehryar Mohri, and Ashish Rastogi, "On the Computation of Some Standard Distances between Probabilistic Automata", In Proceedings of the 11th International Conference on Implementation and Application of Automata (CIAA 2006). volume 4094 of Lecture Notes in Computer Science, pages 137-149, Taipei, Taiwan, August 2006. Springer-Verlag, Heidelberg, Germany.
- Corinna Cortes, Mehryar Mohri, Ashish Rastogi, and Michael Riley, "Efficient Computation of the Relative Entropy of Probabilistic Automata", LATIN 2006.
2005
- Shivani Agarwal, Corinna Cortes, and Ralf Herbrich (Editors), "Learning to Rank", Proceedings of the NIPS 2005 Workshop on Learning to Rank.
- Corinna Cortes, Mehryar Mohri, and Jason Weston, "A General Regression Technique for Learning Transductions", In Proceedings of the Twenty-Second International Conference on Machine Learning (ICML 2005). Bonn, Germany, August 2005.
- Corinna Cortes and Mehryar Mohri. Finite-State Transducers in Computational Biology. In Tutorial presented at the 13th Annual International Conference on Intelligent Systems for Molecular Biology (ISMB 2005). Detroit, MI, June 2005.
- Cynthia Rudin, Corinna Cortes, Mehryar Mohri, and Robert E. Schapire, "Margin-Based Ranking Meets Boosting in the Middle", Conference on Learning Theory (COLT 2005).
- Corinna Cortes and Mehryar Mohri, "Confidence Intervals for the Area Under the ROC Curve", Advances in Neural Information Processing Systems (NIPS 2004).
2004
- Corinna Cortes and Mehryar Mohri, "Moment Kernels for Regular Distributions", Machine Learning Journal (MLJ), 2004.
- Corinna Cortes and Mehryar Mohri, "Distribution Kernels Based on Moments of Counts", In Proceedings of the Twenty-First International Conference on Machine Learning (ICML 2004). Banff, Alberta, Canada, July 2004.
- Corinna Cortes, Patrick Haffner, and Mehryar Mohri, "Rational Kernels: Theory and Algorithms" , Journal of Machine Learning Research (JMLR), 5:1035-1062, 2004.
- Corinna Cortes and Mehryar Mohri,''AUC Optimization vs. Error Rate Minimization'', Advances in Neural Information Processing Systems (NIPS 2003), 2004.
Prior to 2004
- Corinna Cortes, Patrick Haffner and Mehryar Mohri, "Positive Definite Rational Kernels", Proceedings of The 16th Annual Conference on Computational Learning Theory (COLT 2003), 2003.
- Corinna Cortes, Patrick Haffner and Mehryar Mohri, "Weighted Automata Kernels -- General Framework and Algorithms'', Proceedings of the 9th European Conference on Speech Communication and Technology (Eurospeech '03), 2003.
- Corinna Cortes, Patrick Haffner and Mehryar Mohri, "Lattice Kernels for Spoken-Dialog Classification'', Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2003)'', 2003.
- Corinna Cortes, Patrick Haffner and Mehryar Mohri, "Rational Kernels'', Advances in Neural Information Processing Systems (NIPS 2002), 2003.
- Corinna Cortes, Daryl Pregibon and Chris Volinsky, Computational Methods for Dynamic Graph", Journal of Computational and Graphical Statistics. 12. 950-970, 2003.
- Corinna Cortes, Kathleen Fisher, Daryl Pregibon, Anne Rogers and Fred Smith, "Hancock: A language for analyzing transactional data stream", Transactions on Programming Languages (TOPLAS), 2003.
- Corinna Cortes, Daryl Pregibon and Chris Volinsky, "Communities of Interest'', The Fourth International Symposium of Intelligent Data Analysis (IDA 2001), 2001.
- Corinna Cortes and Daryl Pregibon, "Signature-based methods for data streams'', Proceedings of Data Mining and Knowledge Discovery (KDD 2001), 2001.
- Corinna Cortes, Kathleen Fisher, Daryl Pregibon, Anne Rogers and Frederick Smith, "The Hancock Language for Signature Processing'', Proceedings of Data Mining and Knowledge Discovery (KDD 2000), 2000.
- Corinna Cortes and Mehryar Mohri, "Context-free recognition with weighted automata'', Journal version, Grammars 3(2-3), 2000.
- William DuMouchel, Chris Volinsky, Corinna Cortes, Daryl Pregibon and Ted Johnson, "Squashing Flat Files Flatter'', Proceedings of Data Mining and Knowledge Discovery (KDD 1999), 1999.
- Corinna Cortes and Daryl Pregibon, "Information Mining Platform'', Proceedings of Data Mining and Knowledge Discovery (KDD 1999), 1999.
- Corinna Cortes and Mehryar Mohri, "Context-free recognition with weighted automata'', Proceedings of the Sixth Meeting on Mathematics of Language (MOL 6), 1999.
- Corinna Cortes and Daryl Pregibon, "Giga-Mining'', Proceedings of Data Mining and Knowledge Discovery (KDD 1998), 1998.
- Corinna Cortes and Daryl Pregibon, "Tracking STARS in the Universe'', DIMACS Proceedings, 1997.
- Harris Drucker and Corinna Cortes, "Boosting Decision Trees'', Advances in Neural Information Processing Systems (NIPS 1995), 1996.
- Corinna Cortes and V. Vapnik, "Support-Vector Networks'', Machine Learning, 20, 1995.
- Y. Le Cun and L. D. Jackel, L. Bottou, C. Cortes, J. S. Denker, H. Drucker, I. Guyon, U. A. Muller, E. Sackinger, P. Simard, and V. Vapnik, "Learning Algorithms For Classification: A Comparison On Handwritten Digit Recognition'', pp. 261-276 in "Neural Networks: The Statistical Mechanics Perspective'', Ed. J. H. Oh, C. Kwon, and S. Cho, World Scientific, 1995.
- Y. Le Cun and L. D. Jackel, L. Bottou, A. Brunot, C. Cortes, J. S. Denker, H. Drucker, I. Guyon, U. A. Muller, E. Sackinger, P. Simard, and V. Vapnik, "Comparison of Learning Algorithms For Handwritten Digit Recognition'', pp. 53-60 in "International Conference on Artificial Neural Networks", Ed. F. Fogelman and P. Gallinari, EC2 & Cie, Paris, 1995.
- Corinna Cortes, L. D. Jackel and Wan-Ping Chiang: Limits on Learning Machine Accuracy Imposed by Data Quality, Advances in Neural Information Processing Systems (NIPS 1994), 1995.
- Leon Bottou, Corinna Cortes, J. S. Denker, H. Drucker, I. Guyon, et al. "Comparison of Classifier Methods: A Case Study in Handwritten Digit Recognition, Proceedings of the 12th International Conference on Pattern Recognition, Israel, 1994.
- Wan-Ping Chiang, Corinna Cortes, L. D. Jackel, Y. Le Cun and W. Lee: "Accuracy Limits of Machine Learning: Predicting Communication Path Degradation or Failure'', Proceedings of Symposium on Intelligent Systems in Communications and Power, 1994.
- H. Drucker, Corinna Cortes, L. D. Jackel, Y. Le Cun and Vladimir Vapnik, "Boosting and Other Ensemble Methods'', Neural Computation 6, 1994.
- Corinna Cortes, L. D. Jackel, Sara A. Solla, V. Vapnik and J. S. Denker, "Learning Curves: Asymptotic Value and Rate of Convergence,'' Advances in Neural Information Processing Systems (NIPS 1993), 1994.
- Corinna Cortes, "Prediction of Generalization Ability in Learning Machines'', Ph.D. thesis, University of Rochester, Rochester, New York, 1993.
- Corinna Cortes and John A. Hertz: "A network system for image segmentation'', International Joint Conference on Neural Networks, 1989.
- Corinna Cortes, John A. Hertz and Anders Krogh: "Hierarchical associative networks'', J Phys A: Math Gen, 20, 1987.
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