Challenges:Result Analysis of the NIPS 2003 Feature Selection Challenge
The first SVM papers:An training algorithm for optimal margin classifiers. (<-- where SVMs were first introduced)
B. Boser, I. Guyon, and V. Vapnik.Automatic capacity tuning of very large VC-dimension classifiers.
In Fifth Annual Workshop on Computational Learning Theory, pages 144--152, Pittsburgh, ACM.
1992
[ abstract ] [ postcript ]
I. Guyon, B. Boser, and V. Vapnik.Discovering informative patterns and data cleaning.
In S. Hanson et al., editor, Advances in Neural Information Processing Systems 5 (NIPS 92) , pages 147--155, San Mateo CA, Morgan Kaufmann.
1993
[ abstract ] [ postcript ]
I. Guyon, N. Matic , and V. Vapnik.Pattern recognition system using support vectors. (<-- the SVM patent)
In U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, editors, Advances in Knowledge Discovery and Data Mining, pages 181--203. MIT Press.
1996
[ abstract ] [ postcript ]
B. Boser, I. Guyon, and V. Vapnik.
US Patent 5,649,068.
1997
[ abstract ]
Bioinformatics:Gene selection for cancer classification using support vector machines.
I. Guyon, J. Weston, S. Barnhill, and V. Vapnik.A stability based method for discovering structure in clustered data.
Machine Learning, Vol. 46, pp. 389--422
2002
[ abstract ] [ pdf ] [ERRATUM]
A. Ben-Hur, A. Elisseeff and I. Guyon.
Pacific Symposium on Biocomputing, pp. 6-17
2002
[ abstract ] [ pdf ]Statistical learning and kernel methods in bioinformatics.
B. Scholkopf, I. Guyon, and J. Weston.Detecting Stable Clusters Using Principal Component Analysis.
In P. Frasconi and R. Shamir, editors, Artificial Intelligence and Heuristic Methods in Bioinformatics, pages 1--21. IOS Press.
2003
Asa Ben-Hur and Isabelle Guyon.Multivariate Non-Linear Feature Selection with Kernel Methods.
In Methods in Molecular Biology, M.J. Brownstein and A. Kohodursky (eds.) Humana press, pp. 159-182.
2003
Isabelle Guyon, Hans-Marcus Bitter, Zulfikar Ahmed, Michael Brown, and Jonathan Heller.
Studies in Fuzziness and Soft Computing, Volume 164, Jan 2005, Pages 313 - 326, Springer.
An automated,sheathless capillary
electrophoresis-mass spectrometry platform for discovery of biomarkers
in human serum.
Alexander P.Sassi, Frank Andel , Hans-Marcus L.Bitter, Michael P.S.Brown, Robert G.Chapman, Jeraldine Espiritu, Alfred C.Greenquist, Isabelle Guyon, Mariana Horchi-Alegre, Kathy L.Stults, Ann Wainright, Jonathan C.Heller, John T.Stults. Electrophoresis 26, 2005.
New prostate cancer biomarkers validated by
independent studies
Isabelle Guyon, Thomas A.
Stamey, Herbert A. Fritsche, and Stephen D. Barnhill
Technical report. Results
presented as a poster at the Molecular Medicine Tri-Conference 2005 in
San Francisco.
[abstract][pdf]
Pen computing:Time delay neural network for printed and cursive handwritten character recognition. (<-- patent)
I. Guyon, J. S. Denker, and Y. Le Cun.On-line cursive script recognition using time delay neural networks and hidden Markov models.
US Patent 5,105,468.
1992
[ abstract ]
M. Schenkel, I. Guyon, and D. Henderson.Overview and synthesis of on-line cursive handwriting recognition techniques.
Machine Vision and Applications, pages 215--223.
1995
[ abstract ] [ postcript ]
I. Guyon, M. Schenkel, and J. Denker.Design of a linguistic postprocessor using variable memory length Markov models.
In H. Bunke and Wang P.S.P., editors, Handbook on Optical Character Recognition and Document Image Analysis. World Scientific Publishing Company.
1996
[ abstract ] [ postcript ]
I. Guyon and F. Pereira.WANDA: A Generic Framework applied in Forensic Handwriting Analysis and Writer Identification
In International Conference on Document Analysis and Recognition, pages 454--457, Montreal, Canada, IEEE Computer Society Press.
1995
[ abstract ] [ postcript ]
K. Franke, L. Schomaker, C. Veenhuis, C. Taubenheim, I. Guyon, L. Vuurpijl, M. van Erp, and G. Zwarts
In A. Abraham, M. Kappen, and K. Franke, editors, Design and Application of Hybrid Intelligent Systems, Proc. 3rd International Conference on Hybrid Intelligent Systems (HIS03), IOS Press, Amsterdam, The Netherlands, pp. 927-938.
[abstract] [pdf]
See also a short paper to appear in the proceedings of IWFHR 2004 describing the WandaML markup language [pdf] and a longuer technical memorandum on WandaML [pdf]. Another long paper on Wanda also appeared in ENFHEX news - Bulletin of the European Network of Forensic Handwriting Experts, Number 1/04, ISSN-1456-1469, pp. 23-47 [pdf].
More theory and algorithms:Structural risk minimization for character recognition.
I. Guyon, V. Vapnik, B. Boser, L. Bottou, and S.A. Solla.What size test set gives good error rate estimates?
In J. E. Moody et al., editor, Advances in Neural Information Processing Systems 4 (NIPS 91), pages 471--479, San Mateo CA, Morgan Kaufmann.
1992
[ abstract ] [ postcript ]
I. Guyon, J. Makhoul, R. Schwartz, and V. Vapnik.Linear discriminant and support vector classifiers.
PAMI, 20 (1), pages 52--64, IEEE.
1998
[ abstract ] [ postcript ]
I. Guyon and D. Stork.An introduction to variable and feature selection.
In Smola et al Eds. Advances in Large Margin Classiers. Pages 147--169, MIT Press.
2000
[ abstract ] [ postcript ]
Isabelle Guyon, André Elisseeff.Causal Feature Selection.
Special issue on variable and feature selection, I. Guyon, A. Elisseeff, editors. Journal of Machine Learning Research, Volume 3 (Mar). Pages 1157-1182
2003
[abstract] [pdf] [link to JMLR special issue]
Isabelle Guyon, Constantin Aliferis, André Elisseeff.
To appear in “Computational Methods of Feature Selection”, Huan Liu and Hiroshi Motoda Eds., scheduled to be published in the mid 2007 by Chapman and Hall/CRC Press.
[abstract][pdf of large TM]
Information storage and retrieval in spin glass like neural networks.
L. Personnaz, I. Guyon, and G. Dreyfus.A biologically constrained learning mechanism in networks of formal neurons.
J. Phys. Lett., 46:L359--L365.
1985
L. Personnaz, I. Guyon, G. Dreyfus, and G. Toulouse.Collective computational properties of neural networks: New learning mechanisms.
J. Stat. Phys. , 43:411--422.
1986
L. Personnaz, I. Guyon, and G. Dreyfus.Neural network design for efficient information retrieval.
Physical Review A , 34(5):4217--4228.
1986
L. Personnaz, I. Guyon, and G. Dreyfus.A simple selectionnist learning rule for neural networks.
In E. Bienenstock et al, editor, Disordered Systems and Biological Organization, volume 20, pages 227--231. NATO ASI series, Springer.
1986
L. Personnaz, I. Guyon, A. Johannet, G. Dreyfus, and G. Toulouse.Designing a neural network satisfying a given set of constraints.
In J.S. Denker, editor, Neural Networks for Computing , pages 360--363. AIP Conf.
1986
L. Personnaz, I. Guyon, and G. Dreyfus.High-order neural networks: information storage without errors.
In J.S. Denker, editor, Neural Networks for Computing , pages 356--359. AIP Conf.
1986
L. Personnaz, I. Guyon, and G. Dreyfus.Engineering applications of spin glass concepts.
Europhysics Letters, 4(8):863--867.
1987
I. Guyon, L. Personnaz, P. Siarry, and G. Dreyfus.Neural networks for associative memory design.
In J.L. Van Hemmen et al, editor, Heidelberg Colloquium on Glassy Dynamics, volume 275, pages 373--397. Lecture Notes in Physics. Springer
1987
L. Personnaz, I. Guyon, and G. Dreyfus.Storage and retrieval of complex sequences in neural networks.
In H. Haken, editor, Computational Systems, Natural and Artificial , pages 142--151. Springer.
1987
I. Guyon, L. Personnaz, J. P. Nadal, and G. Dreyfus.Of points and loops.
Physical Review A, 38(12):6365--6372.
1988
L. Personnaz, I. Guyon, and G. Dreyfus.High order neural networks for efficient associative memory design.
In R. Eckmiller and C. von der Malsburg, editors, Neural Computers, pages 261--269. Springer.
1988
I. Guyon, L. Personnaz, J.P. Nadal, and G. Dreyfus.Neural network recognizer for hand-written zip code digits.
In D.Z. Anderson, editor, Neural Information Processing Systems (NIPS 88), pages 233--241. AIP Conf.
1988
J. S. Denker, W. R. Gardner, H. P. Graf, D. Henderson, R.E. Howard, W. Hubbard, L. D. Jackel, H. S. Baird, and I. Guyon.Handwritten digit recognition: Applications of neural net chips and automatic learning.
In D. Touretzky, editor, Advances in Neural Information Processing Systems 1 (NIPS 88), volume 1, pages 323--331, San Mateo CA, Morgan Kaufmann.
1989
Y. Le Cun , L. D. Jackel, B. Boser, J. S . Denker, H. P. Graf, I. Guyon, D. Henderson, R. E. Howard, and W. Hubbard.Neural network implementation of admission control.
IEEE Communication, pages 41--46.
1989
R. Milito, I. Guyon, and S. Solla.Design of a neural network character recognizer for a touch terminal.
In D. S. Touretzky, editor, Advances in Neural Information Processing Systems 3 (NIPS 90), pages 493--499, San Mateo CA, Morgan Kaufmann.
1991
I. Guyon, P. Albrecht, Y. Le Cun , J. Denker, and W. Hubbard.Writer independent and writer adaptive neural network for on-line character recognition.
Pattern Recognition, 24(2):105--119.
1991
[ abstract ]
I. Guyon, D. Henderson, P. Albrecht, Y. Le Cun, and J. Denker.Recognition-based segmentation of on-line hand-printed words.
In S. Impedovo, editor, From pixels to features III , pages 493--506, Amsterdam, Elsevier.
1992
[ abstract ]
M. Schenkel, H. Weissman, I. Guyon, C. Nohl, D. Henderson, Boser B., and L. Jackel.Signature verification using a siamese time delay neural network.
In S. Hanson et al., editor, Advances in Neural Information Processing Systems 5 (NIPS 92), pages 723--730, San Mateo CA, Morgan Kaufmann.
1993
[ abstract ] [ postcript ]
J. Bromley, J. Benz, L. Bottou, I. Guyon, L. Jackel, Y. Le Cun, C. Moore, E. Sackinger, and R. Shah.Signature verification using a siamese time delay neural network.
In I. Guyon and P.S.P. Wang, editors, Advances in Pattern Recognition Systems using Neural Network Technologies,volume 7,pages 669--687,Singapore, Series in Machine Perception and Artificial Intelligence, World Scientific.
1993
J. Bromley, I. Guyon, Y. Le Cun, E. Sackinger, and R. Shah.Recognition-based segmentation of on-line run-on handprinted words: Input vs. output segmentation.
In J. Cowan et al, editor, Advances in Neural Information Processing Systems 6 (NIPS 93), pages 737--744, San Francisco, CA, Morgan Kaufmann.
1994
H. Weissman, M. Schenkel, I. Guyon, C. Nohl, and D. Henderson.Learning algorithms for classification: A comparison on handwritten digit recognition.
Pattern Recognition, 27 (3).
1994
[ abstract ] [ postcript ]
Y. Le Cun, L.D. Jackel, L. Bottou, C. Cortes, J. Denker, H. Drucker, I. Guyon, U.A. Muller, E. Sackinger, P. Simard, and V. Vapnik.Handwriting as computer interface.
In J.H. Kwon and S. Cho, editors, Neural Networks: The Statistical Mechanics Perspective, pages 261--276. World Scientific
1995
I. Guyon and C. Warwick.Data sets for OCR and document image understanding.
In Survey of the State of the Art in Human Language Technology. NSF.
1995
[ abstract ] [ full-paper ] [ postcript ]
I. Guyon, R.M. Haralick, J. Hull, and I. Phillips.
In H. Bunke and Wang P.S.P., editors, Handbook on Optical Character Recognition and Document Image Analysis. World Scientific Publishing Company.
1996
[ abstract ] [ postcript ]
Character recognition, neural networks and statistical physics.
L. Personnaz, I. Guyon, and G. Dreyfus.An application of neural net chips: handwritten digit recognition.
In COGNITIVA-85, pages 719--724, Paris.
1985
L. D. Jackel, H. P. Graf, Hubbard W., Denker J. S., Henderson D., and Guyon I.Comparing different neural network architectures for classifying handwritten digits.
In Proceedings of the International Conference on Neural Networks , volume II, pages 107--115, San Diego, IEEE.
1988
I. Guyon, I. Poujaud, L. Personnaz, G. Dreyfus, J. Denker, and Y. Le Cun .A Time Delay Neural Network character recognizer for a touch terminal.
In Proceedings of the International Joint Conference on Neural Networks , volume II, pages 127--132, Washington DC, IEEE.
1989
[ abstract ]
I. Guyon, P. Albrecht, Y. Le Cun , J. Denker, and W. Hubbard.Computer aided cleaning of large databases for character recognition.
In International Neural Network Conference , pages 42--45, Paris, France, IEEE.
1990
[ abstract ]
N. Matic, I. Guyon, L. Bottou, J. Denker, and V. Vapnik.Capacity control in linear classifiers for pattern recognition.
In 11th International Conference on Pattern Recognition, volume II, pages 330--333.
1992
[ abstract ] [ postcript ]
I. Guyon, V. Vapnik, B. Boser, L. Bottou, and S.A. Solla.Writer adaptation for on-line handwritten character recognition.
In 11th International Conference on Pattern Recognition, volume II, pages 385--388.
1992
[ abstract ] [ postcript ]
N. Matic , I. Guyon, J. Denker, and V. Vapnik.On-line cursive script recognition using neural networks and hidden Markov models.
In Second International Conference on Pattern Recognition and Document Analysis , pages 187--191, Tsukuba, Japan, IEEE Computer Society Press.
1993
[ abstract ] [ postcript ]
M. Schenkel, I. Guyon, and D. Henderson.Discovering informative patterns and data cleaning.
In ICASSP 1994, Adelaide, Australia.
1994
I. Guyon, N. Matic , and V. Vapnik.UNIPEN project of on-line data exchange and benchmarks. In International Conference on Pattern Recognition, ICPR'94, pages 29--33, Jerusalem, Israel, IEEE Computer. Society Press.
In AAAI workshop on Knowledge Discovery in Databases, KDD'94, pages 145--156, Seattle, WA.
1994
[ abstract ] [ postcript ]
I. Guyon, L. Schomaker, R. Plamondon, M. Liberman, and S. Janet.Comparison of classifier methods: a case study in handwriting digit recognition.
1994
[ abstract ] [ postcript ]
L. Bottou, C. Cortes, J. Denker, H. Drucker, I. Guyon, L.D. Jackel, Y. Le Cun, U.A. Muller, E. Sackinger, P. Simard, and V. Vapnik.Comparison of learning algorithms for handwritten digit recognition.
In International Conference on Pattern Recognition , pages 77--87, Jerusalem, Israel, IEEE Computer Society Press.
1994
[ abstract ]
Y. Le Cun, L.D. Jackel, L. Bottou, A. Brunot, C. Cortes, J. Denker, H. Drucker, I. Guyon, U.A. Muller , E. Sackinger, P. Simard, and V. Vapnik.Usability study of text entry interfaces for wireless personal organizers and communicators.
In F. Fogelman and P. Gallinari, editors, International Conference on Artificial Neural Networks, pages 53--60, Paris, EC2&Cie.
1995
I. Guyon, Y. Le Cun, and C. Warwick.Handwriting synthesis from handwritten glyphs.
In Interfaces to real and virtual worlds, Montpellier.
1996
[ abstract ] [ postcript ]
I. Guyon.A pen editor prototype.
In Fifth International Workshop on Frontiers in Handwriting Recognition , Essex University, UK.
1996
[ abstract ] [ postcript ]
I. Guyon and A. Leroy.Super-supervised learning for large database cleaning.
Technical Report 11389-921123-33TM, AT&T Bell Laboratories.
1992
[ abstract ]
N. Matic, I. Guyon, L. Bottou, J. Denker, and V. Vapnik.First UNIPEN benchmark of on-line handwriting recognizers organized by NIST.
Technical Report 11359-920723-17TM, AT&T Bell Laboratories.
1992
[ abstract ]
I. Guyon, L. Schomaker, S. Janet, Liberman M., and R. Plamondon.A survey on uses of handwriting.
Technical Report BL0113590-940630-18TM, AT&T Bell Laboratories.
1994
[ abstract ] [ postcript ]
C. Medina and I. Guyon.Survey of commercial search engines for WWW servers.
Technical Report BL0115540-951206-06, AT&T Bell Laboratories.
1995
[ abstract ]
I. GuyonDesign of a linguistic postprocessor using variable memory length Markov models.
Unpublished Technical Report, AT&T Bell Laboratories.
1995
[ abstract ] [ full-paper ] [ postcript ]
I. Guyon and F. Pereira.A scaling law for the validation set training set ratio.
Unpublished Technical Report, AT&T Bell Laboratories.
1995
[ abstract ] [ postcript ]
I. Guyon.
Unpublished Technical Report, AT&T Bell Laboratories.
1996
[ abstract ] [ postcript ]
Les reseaux de neurones artificiels.
I. Guyon, L. Personnaz, and G. Dreyfus.Les machines neuronales.
Science et Vie , 161:154--160.
1987
L. Personnaz, I. Guyon, and G. Dreyfus.Neural network systems.
La Recherche , 19(204):1362--1371.
1988
I. Guyon.Applications of neural networks to character recognition.
In R. Gruber et al, editor, Proceedings of the fifth International Symposium on Numerical Methods in Engineering, volume 1, pages 203--210. Springer-Verlag.
1989
I. Guyon.Neural networks and applications tutorial.
International Journal of Pattern Recognition and Artificial Intelligence , 5:353--381.
1991
[ abstract ]
I. Guyon.Applications of neural networks to character recognition.
Physics Reports , 207(3-5):215--259.
1991
[ abstract ]
I. Guyon.Penacee: A neural network system for recognizing on-line handwriting.
In P.S.P Wang, editor, Character and Handwriting Recognition, Expanding Frontiers, volume 30, pages 353--382. Series in Computer Science, World Scientific.
1991
[ abstract ]
I. Guyon, J. Bromley, N. Matic , M. Schenkel, and H. Weissman.
In E. Domany, J. L. van Hemmen, and K. Schulten, editors, Models of Neural Networks, volume 3, pages 255--279, Springer.
1995
[ abstract ] [ postcript ]
Advances in Pattern Recognition Systems using Neural Network Technologies ,volume 7.
I. Guyon and P.S.P. Wang, editors.Variable and feature selection.
World Scientific, Series in Machine Perception and Artificial Intelligence, Singapore (also appeared as a special issue if IJPRAI, volume 7 (4). World Scientific, Singapore, August 1993).
1994
[ abstract ]
Isabelle Guyon and André Elisseeff, editors.
Journal of Machine Learning Research, Volume 3 (Mar).
2003
[Link to the collection of papers at JMLR]