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, Ashish Rastogi, and Michael Riley,
"On the Computation of the Relative Entropy of Probabilistic Automata",
International Journal of Foundations of Computer Science, to appear, 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. volume to appear. Springer-Verlag, Heidelberg, Germany, 2007.
2006
Corinna Cortes and Mehryar Mohri, "On Transductive Regression", Neural
Information Processing Systems (NIPS 2006). Volume to appear,
Vancouver, Canada, 2006. MIT Press.
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 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.
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, "Positive
Definite Rational Kernels", Proceedings of The 16th Annual
Conference
on Computational Learning Theory (COLT 2003), 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, Daryl Pregibon and Chris Volinsky, "Communities of Interest'', The Fourth
International Symposium of Intelligent Data
Analysis (IDA 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.
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.
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.
