Welcome to Peter Sussner's
Homepage
Last updated: May 2012.
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I am an associate professor at the Dept. of Applied Mathematics
of the Institute of Mathematics, Statistics, and Scientific
Computing of the University of Campinas.
Teaching Activities
MS580 - Teoria Fuzzy
MA327 - Álgebra Linear
MS211 - Cálculo Numérico
In recent years, my teaching activities at IMECC, Unicamp have also included:
Refereed International Journal Publications
Book Chapters
- P. Sussner and E.L. Esmi:
"Constructive Morphological Neural Networks: Some Theoretical Aspects and Experimental Results in Classification",
in Constructive Neural Networks, Vol. 258 of Studies in Computational Intelligence
, pp. 123-144, Springer Verlag, Berlin/Heidelberg, 2009
- P. Sussner and M.E. Valle:
"Fuzzy Associative Memories and Their Relationship to Mathematical
Morphology,"
in
Handbook of Granular Computing ,
W. Pedrycz, A. Skowron, V. Kreinovich (Eds.),
Chapter 33, Wiley, September 2008
- P. Sussner and M.E. Valle "
"Morphological and Certain Fuzzy Morphological
Associative Memories with Applications in Classification and Prediction,"
in
Computational Intelligence Based on Lattice Theory ,
Series: Studies in Computational Intelligence,
V.G. Kaburlasos, G.X. Ritter (Eds.),
Vol. 67, pp. 149-173, Springer Verlag,
2007
- B. Raducanu, P. Sussner, and M. Graña:
"Steps towards One-Shot Vision-Based Self-Localization," in
Biologically Inspired Robot Behavior Engineering,
Studies in Fuzziness and Soft Computing, Vol. 109, Ch. 13,
pp. 365 - 394,
Springer Verlag, Heidelberg, 2003
- P. Sussner:
"Perceptrons," in
Encyclopedia for Electrical and Electronics Engineering,
John Wiley & Sons, Vol. 16, pp. 44-59, 1999
- G. X. Ritter and P. Sussner:
"The Minimax Eigenvector Transform," in
Selected SPIE Papers on CD-ROM Series,
Vol. 8: Mathematical Imaging and Vision,
SPIE, Bellingham, WA, 1999
National Journal Publications
- M.E. Valle and P. Sussner: "Memórias Associativas Nebulosas Implicativas Baseadas em Normas Triangulares Arquimedianas," in Learning and Nonlinear Models - Revista da Sociedade Brasileira de Redes Neurais (SBRN), Vol. 4, No. 1, pp. 13-23, 2006
Refereed Conference Publications
- E. L. Esmi, P. Sussner, M. E. Valle, F. Sakuray, and L. C. Barros:
"Fuzzy Associative Memories Based on Subsethood and Similarity Measures with Applications to Speaker Identification,"
in
Proceedings of the 7th International Conference on Hybrid Artificial Intelligent System (HAIS 2012), Part II, LNCS 7209 , pp. 467 - 478, Salamanca, Spain, March 2012
- M. E. Valle, P. Sussner, and E. L. Esmi:
"Spherical CIELab QAMs: Associative Memories Based on the CIELab System and Quantales for the Storage of Color Images,"
in
Proceedings of the 7th International Conference on Hybrid Artificial Intelligent System (HAIS 2012), Part II, LNCS 7209 , pp. 479 - 490, Salamanca, Spain, March 2012
- P. Sussner, M. Nachtegael, and E. L. Esmi:
"An Approach towards Edge Detection and Watershed Segmentation Based on an Interval-Valued Morphological Gradient",
in
Proceedings of the 2011 World Congress in Computer Science, Computer
Engineering, and Applied Computing
, Las Vegas, Nevada, U.S.A., July 2011
- E.L. Esmi and P. Sussner:
"A Fuzzy Associative Memory Based on Kosko's Subsethood Measure",
in Proceedings of the 2010 IEEE World Congress on Computational Intelligence,
, pp. 144-151 (IJCNN), Barcelona, Spain, July 2010
- R.A. Araújo and P. Sussner:
"An Increasing Hybrid Morphological-Linear Perceptron with Pseudo-Gradient-Based Learning and Phase Adjustment for Financial Time
Series Prediction",
in Proceedings of the 2010 IEEE World Congress on Computational Intelligence,
, pp. 807-814 (IJCNN), Barcelona, Spain, July 2010
- T. Mélange, M. Nachtegael, P. Sussner, and E.E. Kerre:
"Basic Properties of the Interval-Valued Fuzzy Morphological Operators",
in Proceedings of the 2010 IEEE World Congress on Computational Intelligence,
, pp. 822-829 (FUZZ-IEEE), Barcelona, Spain, July 2010
- P. Sussner and E.L. Esmi:
"Introduction to the Kosko Subsethood FAM",
in Proceedings of the 5th International Conference on Hybrid Artificial Intelligence Systems
, pp. 343-350, San Sebastián, Spain, June 2010
- R.A. Araújo and P. Sussner:
"An Increasing Hybrid Morphological-Linear Perceptron with Evolutionary Learning and Phase Correction for Financial Time Series
Forecasting",
in Proceedings of the 5th International Conference on Hybrid Artificial Intelligence Systems
, pp. 351-366, San Sebastián, Spain, June 2010
- M. Nachtegael, P. Sussner, T. Melange, and E.E. Kerre:
"Fuzzy Set Theory in Mathematical Morphology: from Tool to Uncertainty
Model",
in Proceedings of WMSCI 2009 (13th World Multi-Conference on
Systemics,
Cybernetics and Informatics)
, Volume IV, 2009, pp. 149-155, Orlando, FL, U.S.A., 2009
- T. Mélange, M. Nachtegael, E.E. Kerre, and P. Sussner :
"Decomposition of Interval-Valued Fuzzy Morphological Operations by
Weak
[alpha1, alpha2]-cuts",
in Proceedings of IFSA-EUSFLAT 2009 (2009 International Fuzzy
Systems Association World Congress)
, pp. 167-172, Lisbon, Portugal, 2009
- P. Sussner, R. Miyasaki, and M.E. Valle:
"An Introduction to Parameterized IFAM Models with Applications in Prediction",
in Proceedings of IFSA-EUSFLAT 2009
, pp. 1757-1762, Lisbon, Portugal, July 2009
- P. Sussner and E.L. Esmi:
"Introduction to Morphological Perceptrons with Competitive Learning",
in Proceedings of the International Joint Conference on Neural Networks 2009
, pp. 3024-3031, Atlanta, GA, U.S.A., June 2009
- P. Sussner, M. Nachtegael, and T. Melange:
"L-Fuzzy Mathematical Morphology: An Extension of Interval-Valued and Intuitionistic Fuzzy Mathematical Morphology",
in Proceedings of the North American Fuzzy Information Processing Society Annual Conference 2009
, Cincinnati, OH, U.S.A., June 2009
- M. Nachtegael, P. Sussner, T. Melange, and E.E. Kerre:
"An Interval-Valued Fuzzy Morphological Model Based on
Lukasiewicz-Operators",
in Lecture Notes in Computer Science, Proceedings of
Advanced Concepts for Intelligent Vision Systems
, Juan-les-Pins, France, October 2008
- A. Monteiro da Silva and P. Sussner:
"A Brief Review and Comparison of Feedforward Morphological Neural
Networks with Applications to Classification",
in Lecture Notes in Computer Science, Proceedings of the 18th
International Conference on Artificial Neural Networks
, Prague, Czech Republic, September 2008
- M. Nachtegael, P. Sussner, T. Melange, and E.E. Kerre:
"Modeling Numerical and Spatial Uncertainty in Grayscale Image Capture
using Fuzzy Set Theory",
in
Proceedings of the North-American Simulation Technology Conference 2008
, Montreal, Canada, August 2008
- M. Nachtegael, P. Sussner, T. Melange, and E.E. Kerre:
"Some Aspects of Interval-Valued and Intuitionistic Fuzzy
Mathematical Morphology",
in
Proceedings of the 2008 World Congress in Computer Science, Computer
Engineering, and Applied Computing
, Las Vegas, Nevada, U.S.A., July 2008
- M. E. Valle and P. Sussner:
"Fuzzy Associative Memories Based on Uninorms",
in
Proceedings of the IEEE International Conference on Computational
Intelligence, Proceedings of FUZZ-IEEE , pp.
1582 - 1589, Hong Kong, Republic of China, June 2008
- M. E. Valle and P. Sussner:
"Fuzzy Associative Memories from the Perspective of Mathematical
Morphology",
in
Proceedings of the IEEE International Conference on Fuzzy Systems , pp.
829 - 834, London, United Kingdom, July 2007
- P. Sussner and M.E. Valle:
"Recall of Patterns Using Morphological and Certain Fuzzy Morphological
Associative Memories with Applications in Classification and Prediction",
in
Proceedings of the IEEE World Congress on Computational Intelligence ,
pp. 209 - 216, Vancouver, Canada, July 2006
- P. Sussner and M.E. Valle:
"A Brief Account of the Relations between Gray-Scale Mathematical
Morphologies",
in
Proceedings of SIBGRAPI 2005 , pp. 79 - 86, Natal, RN, Brazil,
October 2005
- M.E. Valle and P. Sussner:
"IFAMs - Memórias Associativas Baseadas no Aprendizado Nebuloso
Implicativo",
in
Proceedings of CBRN 2005 , Natal, RN, Brazil,
October 2005
- P. Sussner:
"New Results on Binary Auto- and Heteroassociative Morphological Memories",
in
Proceedings of the International Joint Conference on Neural
Networks , pp. 1199 - 1204, Montreal, Canada, August 2005
- P. Sussner:
"Recall of Patterns Using Binary and Gray-Scale Autoassociative
Morphological Memories",
in
Mathematical Methods in Pattern and Image Analysis , Proceedings of SPIE
, 59160M(1-10), San Diego, CA, U.S.A., August 2005
- M.E. Valle, P. Sussner, and F. Gomide:
"Introduction to Implicative Fuzzy Associative Memories,"
in
Proceedings of the International Joint Conference on Neural
Networks , pp. 925 - 931, Budapest, Hungary, July 2004
- P. Sussner:
"Binary Autoassociative Morphological Memories Derived from the Kernel
Method and the Dual Kernel Method",
in
Proceedings of the International Joint Conference on Neural
Networks , pp. 236 - 241, Portland, OR, U.S.A., July 2003
- P. Sussner:
"A Fuzzy Autoassociative Morphological Memory",
in
Proceedings of the International Joint Conference on Neural
Networks , pp. 326 - 331, Portland, OR, U.S.A., July 2003
- P. Sussner:
"Fuzzy Operations for Binary Autoassociative Morphological Memories",
in
Proceedings of the International Conference "Recent Advances in Soft
Computing 2002",
pp. 417 - 422, Nottingham, United Kingdom, Dezember 2002
- M. Grana, B. Raducanu, P. Sussner, G. Ritter:
"On Endmember Detection in Hyperspectral Images with Morphological
Associative Memories",
in
Proceedings of IBERAMIA 2002 , pp. 526 - 535, Seville, Spain,
November 2002
- P. Sussner:
"A Relationship between Binary Autoassociative Morphological Memories
and Fuzzy Set Theory",
in
Proceedings of the International Joint Conference on Neural
Networks , pp. 2512 - 2517, Washington, DC, U.S.A., July 2001
- B. Raducanu, M. Grana, and P. Sussner:
"Morphological Neural Networks for Vision Based
Self-Localization", in
Proceedings of the International Conference on
Robotics and Automation , pp. 2059-2064,
Seoul, South Korea, May 2001
- B. Raducanu, M. Grana, and P. Sussner:
"Advances in Mobile Robot Self-Localization using
Morphological Neural Networks", in
Proceedings of IFAC 2001, pp. 146-151,
Cheju Island, South Korea, May 2001
- P. Sussner:
"A Combination of an Autoassociative Morphological Memory and the
Kernel Method", in
Applications and Science of Neural Networks,
Fuzzy Systems, and Evolutionary Computation III ,
Proceedings of SPIE, San Diego, CA, U.S.A., August 2000
- P. Sussner:
"Fixed Points of Autoassociative Morphological Memories", in
Proceedings of the International Joint Conference on Neural
Networks ,
Vol. 5, pp. 611-616, Como, Italy, July 2000
- P. Sussner:
"Morphological Perceptron Learning," in the
proceedings of the
1998 International Symposium on Intelligent Systems and
Semiotics, pp. 477-482, Gaithersburg, Maryland, September 1998
- P. Sussner:
"Kernels for Morphological Associative Memories," in the
proceedings of the
International ICSC/IFAC Symposium on Neural Computation,
pp. 79-85, Vienna, Austria, September 1998
- G. X. Ritter and P. Sussner:
"Morphological Perceptrons," in the proceeding of
International Conference on Intelligent Systems and Semiotics - A
Learning Perspective, Gaithersburg, Maryland, September 1997
- G. X. Ritter, P. Sussner, and W. B. Hacker:
"Associative Memories with Infinite Storage Capacities," in the proceedings of the
International Conference on Systems Research and Cybernetics,
Baden-Baden, Germany, 1997
- G. X. Ritter and P. Sussner:
"Associative Memories Based on Lattice Algebra," in the proceedings of
the
1997 IEEE International Conference on Systems, Man, and Cybernetics,
pp. 3570-3575, Orlando, Florida, 1997
- G. X. Ritter and P. Sussner:
"Morphological Neural Networks," in the proceedings of the international multidisciplinary conference on
Intelligent Systems: A Semiotic Perspective, pp. 221-226, Gaithersburg, Maryland, October 1996
- G. X. Ritter and P. Sussner:
"An Introduction to Morphological Neural Networks," in
Proceedings of the 13th International Conference on Pattern
Recognition,Volume IV, Track D, pp. 709-717, Vienna, Austria, April 1996
- P. Sussner, P. M. Pardalos, and G. X. Ritter:
"Global Optimization Problems in Computer Vision" in the proceedings of the international conference on
State of the Art in Global Optimization: Computational Methods and
Applications,
(C. Floudas and P. Pardalos eds.), pp. 457-474, Princeton University, April 1995
- G. X. Ritter and P. Sussner:
"The Minimax Eigenvector Transform," in
Image Algebra and Morphological Image Processing III,
Proceedings of SPIE, pp. 276-282, San Diego, CA, July 1992
Extended Abstracts in Refereed Conference Proceedings
- M. E. Valle and P. Sussner:
"Associative Memories Based on Fuzzy Mathematical
Morphology and an Application in Prediction",
in
Proceedings of the International Symposium on Mathematical Morphology ,
pp. 7 - 8, Rio de Janeiro, Brazil, October 2007
- A. Monteiro da Silva and P. Sussner:
"Some Theoretical Aspects and Experimental Results on Feedforward
Morphological Neural Networks",
in
Proceedings of the International Symposium on Mathematical Morphology ,
pp. 51 - 52, Rio de Janeiro, Brazil, October 2007
- P. Sussner and E. Esmi Laureano:
"A Brief Introduction to a Two-Layer Morphological Associative Memory
Based on Fuzzy Operations",
in
Proceedings of the International Symposium on Mathematical Morphology ,
pp. 57 - 58, Rio de Janeiro, Brazil, October 2007