Luca Cazzanti's Web Site

"Regularizing the Local Similarity Discriminant Analysis Classifier," L. Cazzanti and M. R. Gupta, Proc. Intl. Conf. on Machine Learning and Applications (ICMLA), Miami Beach, December 2009.

"Learning form Similarities and Other Pairwise Relationships," L. Cazzanti, M. R. Gupta, and Y. Chen, Presented at the Human, Scial, Cultural, Behavioral Modeling Workshop (HSCB Focus 2010), Chantilly, VA, August 2009.

"Fusing Similarities and Euclidean Features with Generative Classifiers," L. Cazzanti, M.R. Gupta, and S. Srivastava, Proc. of the International Conference on Information Fusion (FUSION), Seattle, July, 2009.

"Differential Frequency Hopping (DFH) Modulation for Underwater Acoustic Communications and Networking [U]," D. Egnor, G. S. Edelson, L. Cazzanti, and J. Hsieh, U.S. Navy Journal of Underwater Acoustics, April 2009.

"Similarity-based Classification: Concepts and Algorithms," Y. Chen, E. K. Garcia, M. R. Gupta, A. Rahimi, and L. Cazzanti, Journal of Machine Learning Research, March 2009.

"Underwater Acoustic Single- and Multi-User Differential Frequency Hopping Communications," D. Egnor, L. Cazzanti, J. Hsieh, and G. S. Edelson, OCEANS 2008.

"Generative Models for Similarity-Based Classification," L. Cazzanti, M. R. Gupta, and A. J. Koppal, Pattern Recognition, vol. 41, no. 7, 2289-2297, 2008.

"Generative Models for Similarity-based Classification," L. Cazzanti, Ph.D. dissertation, University of Washington, Seattle, 2007.

"Local Similarity Discriminant Analysis," L. Cazzanti and M. R. Gupta, Intl. Conf. Machine Learning (ICML), 2007.

"Maximum Entropy Generative Models for Similarity-based Learning," M. R. Gupta, L. Cazzanti and A. Koppal, Proc. of the IEEE Intl. Symposium on Information Theory, 2007.

"Information-theoretic and Set-theoretic Similarity," L. Cazzanti and M. R. Gupta, Proc. of the IEEE Intl. Symposium on Information Theory, 2006.

"Minimum Expected Risk Estimation for Near-neighbor Classification," M. R. Gupta, S. Srivastava and L. Cazzanti, UWEE Tech Report, 2006.

"Reverse Engineering the Sound of Jazz," L. Cazzanti, V. Hasbrook, M. R. Gupta, UW EE Technical Report Series 2006-0011.

"Minimum Expected Risk Probability Estimates for Nonparametric Neighborhood Classifiers," Maya R. Gupta, Luca Cazzanti, and Santosh Srivastava, Proceedings of the IEEE Workshop on Statistical Signal Processing, 2005.

"Quality assessment of low free-energy protein structure predictions," L. Cazzanti, M. R. Gupta, L. Malmstroem, and D. Baker, Proceedings of the IEEE Workshop on Machine Learning for Signal Processing, 2005.

"Feature-based Modulation Classification Using Circular Statistics," K. Davidson, L. Cazzanti, J. Pitton. and J. Goldschneider, MILCOM 2004.

"Automatic Identification of Sound Recordings," V. Venkatachalam, L. Cazzanti, N. Dhillon, and M. Wells, IEEE Signal Processing Magazine, March 2004.

"Blind Demodulation Toolbox - User's Guide and Reference Manual," L. Cazzanti, K. Davidson, J. Pitton and Jill Goldschneider, Insightful Corporation Technical Report, Seattle, WA, March 2004. (Joint work of Insightful Corp. and Applied Physics Laboratory - University of Washington)

"Rapid Prototyping of Blind Demodulation Algorithms," J. Goldschneider, L. Cazzanti, D. Stanford and J. Pitton, MathSoft Research Department Technical Report, August 2000.

"Positive Time-Frequency Distributions via Numerical Optimization," J. Pitton and L. Cazzanti, MathSoft Research Department Technical Report N. 90, October 1999.

"S+DigComm: User Manual," T. Chauvin, J. Goldschneider, J. Pitton, and L. Cazzanti, MathSoft Research Department Technical Report N. 61, October 1998.

"S+SigPro: User Manual," J. Pitton and L. Cazzanti, MathSoft Research Department Technical Report N. 58, October 1998.

"Parameter Extraction with Neural Networks", L. Cazzanti, M. Khan, and F. Cerrina, SPIE 23rd Annual Symposium on Microlithography, Santa Clara, California, February 1998.

"Lithography Parameter Extraction and Optimization Using Neural Networks," L. Cazzanti, Master's Thesis, University of Wisconsin-Madison, December 1997.

Patents

"Automatic Identification of Sound Recordings," Wells, Venkatachalam, Cazzanti, Cheung, Dhillon, and Sukittanon, USPTO N. 7328153, Feb 5, 2008.



Home Software Publications CV
Publications		"Regularizing the Local Similarity Discriminant Analysis Classifier," L. Cazzanti and M. R. Gupta, Proc. Intl. Conf. on Machine Learning and Applications (ICMLA), Miami Beach, December 2009. "Learning form Similarities and Other Pairwise Relationships," L. Cazzanti, M. R. Gupta, and Y. Chen, Presented at the Human, Scial, Cultural, Behavioral Modeling Workshop (HSCB Focus 2010), Chantilly, VA, August 2009. "Fusing Similarities and Euclidean Features with Generative Classifiers," L. Cazzanti, M.R. Gupta, and S. Srivastava, Proc. of the International Conference on Information Fusion (FUSION), Seattle, July, 2009. "Differential Frequency Hopping (DFH) Modulation for Underwater Acoustic Communications and Networking [U]," D. Egnor, G. S. Edelson, L. Cazzanti, and J. Hsieh, U.S. Navy Journal of Underwater Acoustics, April 2009. "Similarity-based Classification: Concepts and Algorithms," Y. Chen, E. K. Garcia, M. R. Gupta, A. Rahimi, and L. Cazzanti, Journal of Machine Learning Research, March 2009. "Underwater Acoustic Single- and Multi-User Differential Frequency Hopping Communications," D. Egnor, L. Cazzanti, J. Hsieh, and G. S. Edelson, OCEANS 2008. "Generative Models for Similarity-Based Classification," L. Cazzanti, M. R. Gupta, and A. J. Koppal, Pattern Recognition, vol. 41, no. 7, 2289-2297, 2008. "Generative Models for Similarity-based Classification," L. Cazzanti, Ph.D. dissertation, University of Washington, Seattle, 2007. "Local Similarity Discriminant Analysis," L. Cazzanti and M. R. Gupta, Intl. Conf. Machine Learning (ICML), 2007. "Maximum Entropy Generative Models for Similarity-based Learning," M. R. Gupta, L. Cazzanti and A. Koppal, Proc. of the IEEE Intl. Symposium on Information Theory, 2007. "Information-theoretic and Set-theoretic Similarity," L. Cazzanti and M. R. Gupta, Proc. of the IEEE Intl. Symposium on Information Theory, 2006. "Minimum Expected Risk Estimation for Near-neighbor Classification," M. R. Gupta, S. Srivastava and L. Cazzanti, UWEE Tech Report, 2006. "Reverse Engineering the Sound of Jazz," L. Cazzanti, V. Hasbrook, M. R. Gupta, UW EE Technical Report Series 2006-0011. "Minimum Expected Risk Probability Estimates for Nonparametric Neighborhood Classifiers," Maya R. Gupta, Luca Cazzanti, and Santosh Srivastava, Proceedings of the IEEE Workshop on Statistical Signal Processing, 2005. "Quality assessment of low free-energy protein structure predictions," L. Cazzanti, M. R. Gupta, L. Malmstroem, and D. Baker, Proceedings of the IEEE Workshop on Machine Learning for Signal Processing, 2005. "Feature-based Modulation Classification Using Circular Statistics," K. Davidson, L. Cazzanti, J. Pitton. and J. Goldschneider, MILCOM 2004. "Automatic Identification of Sound Recordings," V. Venkatachalam, L. Cazzanti, N. Dhillon, and M. Wells, IEEE Signal Processing Magazine, March 2004. "Blind Demodulation Toolbox - User's Guide and Reference Manual," L. Cazzanti, K. Davidson, J. Pitton and Jill Goldschneider, Insightful Corporation Technical Report, Seattle, WA, March 2004. (Joint work of Insightful Corp. and Applied Physics Laboratory - University of Washington) "Rapid Prototyping of Blind Demodulation Algorithms," J. Goldschneider, L. Cazzanti, D. Stanford and J. Pitton, MathSoft Research Department Technical Report, August 2000. "Positive Time-Frequency Distributions via Numerical Optimization," J. Pitton and L. Cazzanti, MathSoft Research Department Technical Report N. 90, October 1999. "S+DigComm: User Manual," T. Chauvin, J. Goldschneider, J. Pitton, and L. Cazzanti, MathSoft Research Department Technical Report N. 61, October 1998. "S+SigPro: User Manual," J. Pitton and L. Cazzanti, MathSoft Research Department Technical Report N. 58, October 1998. "Parameter Extraction with Neural Networks", L. Cazzanti, M. Khan, and F. Cerrina, SPIE 23rd Annual Symposium on Microlithography, Santa Clara, California, February 1998. "Lithography Parameter Extraction and Optimization Using Neural Networks," L. Cazzanti, Master's Thesis, University of Wisconsin-Madison, December 1997. Patents "Automatic Identification of Sound Recordings," Wells, Venkatachalam, Cazzanti, Cheung, Dhillon, and Sukittanon, USPTO N. 7328153, Feb 5, 2008.