Antoine Cornuéjols / Papers


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The dynamics of learning

Redescription for learning
Analogy & Cognitive Science

Surveys on machine learning

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Last update :   15-Nov-2013

 

Type of publication :    J : Journal  // BC : Book Chapter // Conf. : in Conference proceedings // W. : Workshop with no proceedings

 

NOUVEAU :

Ouvrage de référence sur l'apprentissage artificiel
en français
:

 

Antoine CORNUÉJOLS - Laurent MICLET

"Apprentissage artificiel : Concepts et algorithmes (2ème éd.)"

Eyrolles. Juin 2010. 830 pages. 55 euros. ISBN: 978-2-212-12471-2

(http://www.eyrolles.com/Sciences/Livre/apprentissage-artificiel-9782212124712)

Table des matières et index

 

NEW :

THE Book on Phase Transitions in Machine Learning

 

Lorenza SAITTA, Attilio GIORDANA and Antoine CORNUÉJOLS

"Phase Transitions in Machine Learning"

Cambridge University Press, 2011. 380 pages. 68 euros. ISBN: 978-0521763912

(Amazon ; Cambridge University Press)

 

Publications for 2013 :

Topic
Type
Publications
File
On-line Learning Conf. G. Jaber, A. Cornuéjols, and P. Tarroux, "A new on-line learning method for coping with recurring concepts: the ADACC system" in Proc. ICONIP-2013 (20th International Conference on Neural Information Processing), Daeghu, Korea, 2013  
On-line Learning Conf. G. Jaber, A. Cornuéjols, and P. Tarroux, "Online Learning: Searching for the best Forgetting Strategy under Concept Drift" in Proc. ICONIP-2013 (20th International Conference on Neural Information Processing), Daeghu, Korea, 2013  
On-line Learning Conf. G. Jaber, A. Cornuéjols, and P. Tarroux, "Anticipative and Dynamic Adaptation to Concept Changes," in Proc. ECML-PKDD-2013 (Workshop ``Real-World Challenges for Data Stream Mining''), Prague, Czech Republic, 2013.  
On-line Learning Conf. A. Dachraoui, A. Bondu, and A. Cornuéjols, "Early Classification of Individual Electricity Consumptions" in Proc. ECML-PKDD-2013 (Workshop ``Real-World Challenges for Data Stream Mining''), Prague, Czech Republic, 2013  
On-line Learning Conf. Jaber G., Cornuéjols A., Tarroux, Ph.: "Anticipative and Dynamic Adaptation to Concept Changes", in Proc. of Conférence Francophone sur l'Apprentissage Automatique (CAP-2013), Lille, Juillet 3-5, 2013.  
Text Mining Conf. Sandrine Blanchemanche, Akos Rona-Tas, Antoine Cornuéjols, Antonin Duroy, Christine Martin. "Empirical Ontology of Scientific Uncertainty: Expressions of Uncertainty in Food Risk Analysis", in Society for Social Studies of Science (4S) annual meeting, San Diego, USA, October 9 -12, 2013.  
Text Mining
Conf.
Sandrine Blanchemanche, Akos Rona-Tas, Antoine Cornuéjols, Antonin Duroy, Christine Martin. "An Ontology of Scientific Uncertainty: Methodological Lessons from Analyzing Expressions of Uncertainty in Food Risk Assessment", in Proc. of  ISA/ESA Amsterdam conference, 23-25 January 2013 file.pdf

Publications for 2012 :

Topic
Type
Publications
File
Machine Learning
Conf.
Cornuéjols A. et Martin Ch.. "Une nouvelle méthode de combinaison d'outils d'identification non supervisés", in Proc. of Atelier PROSPECTOM — Grenoble / 29, 30 novembre 2012  
Machine Learning
Conf.
Jaber G., Cornuéjols A., Tarroux, Ph. : "Reacting to Concept Changes using a Committee of Experts", in Proc. of Atelier CIDN (Classifications incrémentales et méthodes de détection de nouveauté) à EGC-2012, Bordeaux, February 2012.  

Machine Learning

Conf.
Martin Ch. and Cornuéjols, A. "Détection non supervisée d'une sous-population par méthode d'ensemble et changement de représentation itératif", in Proc. of EGC-2012, Bordeaux, February 2012.  

Publications for 2011 :

Topic
Type
Publications
File
Machine Learning
Chapter
Cornuéjols A., Vrain, Ch., Zucker J-D. : "Algorithmiques de l'apprentissage artificiel et de la fouille de données", in Panorama actuel de l'Intelligence Artificielle. Ses bases méthodologiques et développements, Marquis, P. Papini, O., Prade H. (Eds).  

Machine Learning

Conf.
Jaber G., Cornuéjols, A. and Tarroux, Ph.: "Predicting Concept Changes using a Committee of Experts", in Proc. of ICONIP-2011 (18th International Conference on Neural Information Processing). Springer-Verlag, LNCS, vol. 7062, pp.  

Machine Learning

Conf.
Cornuéjols, A and Martin, Ch..: "Unsupervised Object Ranking Using Not Even Weak experts", in Proc. of ICONIP-2011 (18th International Conference on Neural Information Processing). Springer-Verlag, LNCS, vol. 7062, pp.608-616.  
Learning and phase transition
Book
Saitta, L., Giordana A. and Cornuéjols A.: "Phase Transitions in Machine Learning". Cambridge University Press, 2011. (55 £)

 

 

Publications for 2010 :

Topic
Type
Publications
File

Machine Learning

Book
Cornuéjols, A and Miclet L.: Apprentissage Artificiel. Concepts et algorithmes (2nd Ed.with extensive revisions and additions) Eyrolles, 830 p. (June 2010). (Table des Matières) (index)  
Machine Learning
Chapter
Cornuéjols A.: On-line learning: Where are we so far? in May, M. and Saitta, L. (Eds), Ubiquitous Knowledge Discovery. Challenges, Techniques and Applications. Springer Verlag, LNAI 6202, pp. 129-147.

Draft

 

Machine Learning
Chapter
Gama J.and Cornuéjols A.: "Resource Aware Distributed Knowledge Discovery"., in May, M. and Saitta, L. (Eds), Ubiquitous Knowledge Discovery. Challenges, Techniques and Applications. Springer Verlag, LNAI 6202, pp. 40-60.

 

 

Publications for 2009 :

Topic
Type
Publications
File
Machine Learning BC. May, Michael and Berendt, Bettina and Cornuejols, Antoine and Gama, Joao and Giannotti, Fosca and Hotho, Andreas and Malerba, Donato and Menesalvas, Ernestina and Morik, Katharina and Pedersen, Rasmus and Saitta, Lorenza and Saygin, Yucel and Schuster, Assaf and Vanhoof, Koen. Research Challenges in Ubiquitous Knowledge Discovery. In Kargupta and Han and Yu and Motwani and Kumar (editors), Next Generation of Data Mining, pages 131--151, CRC Press, 2009.  

Bioinfomatics

Conf.
Martin, Ch. and Cornuéjols, A: Using reliable and surprising item sets for the characterization of protein-protein interfaces. Proc. of Jobim-09 (Journées Ouvertes en Biologie, Informatique et Mathématiques), Nantes, France, June. 9-11, 2009. Draft-Jobim-09

Publications for 2008 :

Topic
Type
Publications
File
Learning and phase transition
J.
Cornuéjols A. and Sebag M.: "A note on phase transition and computational pitfalls of learning from sequences". Journal of Intelligent Information Systems (JIIS), vol.31, No.2, 177-189.

Final-Draft

 

Bioinfomatics

Conf.
Martin, Ch. and Cornuéjols, A: Identifying interface elements implied in protein-protein interactions using statistical tests and Frequent Item Sets. Proc. of BIBM-08 (The IEEE International Conference on Bioinformatics and Biomedicine), Philadelphia, PA, Nov. 3-5, 2008. Draft-BIBM-08-cmac

Bioinfomatics

Conf.
Martin, Ch. and Cornuéjols, A: Relevant features mining on protein-protein interfaces. Proc. of META-08 (2nd International Conference on Metaheuristics and Nature Inspired Computing) Hammamet, Tunisia, October, 29-31, 2008. Draft-META-08-cmac
Machine Learning
Conf.
Miclet L. and Cornuéjols A.: What is the place of Machine Learning between Pattern Recognition and Optimization? Proc. of the TML-2008 Conf. (Teaching Machine Learning), Saint-Etienne, France, May, 6-7th, 2008.

Paper-TML-08

Slides-TML-08

Incremental search of paths
Conf.
Fedon, Lou and Cornuéjols, Antoine : Comment optimiser A* adaptatif, proc. of RFIA-08 (in French).

 

 

Publications for 2007 :

Topic
Type
Publications
File

On-line learning

BC
Cornuéjols, A : « The necessity of Order in Machine Learning: Is Order in Order? ». In In order to learn: How the sequences of topics affect learning, F. Ritter, J. Nerb, E. Lehtinen & T. O’Shea (Eds.), Oxford University Press, 2007, pp.41-56.  
Multiple-Instance Learning
Conf.
Gaudel R., Sebag M., & Cornuéjols A. (2007) : « A Phase Transition-Based Perspective on Multiple Instance Kernels ». Int. Conf. on Inductive Logic Programming (ILP-07, Corvalis, USA, July 2007) . (revised version of CAP-07).

Draft-MI-ILP

 

Multiple-Instance Learning

Conf.
Gaudel R., Sebag M., & Cornuéjols A. (2007) : « A Phase Transition-Based Perspective on Multiple Instance Kernels ». Conférence francophone d’apprentissage (CAP-07), Grenoble, July 4-6, 2007. CEPADUES (pp.173-186).  
Machine Learning
Conf.
Zucker J-D. and Cornuéjols A. (Eds) : Actes de la 9ème Conférence d'Apprentissage (CAP-07)  
New method for feature selection
W.
Gaudel R. and Cornuéjols A.: « Combining feature ranking methods for high dimensional data analysis ». In 5th Workshop: Statistical methods for post-genomic data (WSMPG), Paris, France, Jan. 15-16, 2007.

 

 

Publications for 2006 :

Topic
Type
Publications
File
Grammatical inference and phase transition
Conf.
Thollard F. and Cornuéjols A. : « Artificial data and language theory ». Grammatical inference: workshop on open problems and new directions, Saint-Etienne, Nov. 20-22, 2006.

 

 

Publications for 2005 :

Topic
Type
Publications
File
Habilitation
Report.
Cornuéjols A.: « Apprentissage et circulation d'information ».

Mémoire

Transparents

Bioinformatics

(Attribute selection)

Conf.
Cornuéjols A., Froidevaux Ch. and Mary J. : « Comparing and combining feature estimation methods for the analysis of microarray data ». JOBIM-05, Poster session.  
Learning and phase transition
Conf.
Pernot N., Cornuéjols A., Sebag M.: « Phase transition in grammatical inference ». Conférence Francophone d'Apprentissage (CAP-05)  

Learning and phase transition

Conf.
Pernot N., Cornuéjols A., Sebag M.: « Phase transition within grammatical inference ». Int. Joint Conf. on Artificial Intelligence (IJCAI-05). ijcai-05-paper

Publications for 2004 :

Topic
Type
Publications
File

Bioinformatics

(Attribute selection)

BC
Mary J., Mercier G., Comet J-P., Cornuéjols A., Froidevaux Ch. and Dutreix M.: « Utilisation d'une méthode d'estimation d'attributs pour l'analyse du transcriptôme de cellules de levures exposées à de faibles doses de radiation ». In Informatique pour l'analyse du transcriptôme (eds. J-F. Boulicaut and O. Gandrillon), Hermès, 2004, pp.189-205. .pdf (almost final)

Feature selection & ensemble technique

Conf.
Jong K., Mary J., Cornuéjols A. & Marchiori E. & Sebag M. : « Ensemble feature ranking ». Proc. of Principles of Knowledge Discovery in Databases (PKDD-2004, Pisa, Italy, Sept. 20-24, 2004), Springer-Verlag, LNAI-3202, pp.267-278. .pdf

Bioinformatics

(Attribute selection)

Conf.
Dutreix M., Comet J-P., Cornuéjols A. & Froidevaux Ch.. : « Determination of cellular drug targets: searching for functional information in the jungle of microarrays data ». Proc. of the Conf. "Current trends in drug discovery research" (CTDDR-2004), India, Feb. 17-20, 2004.  

Bioinformatics

(Attribute selection)

J
Mercier G., Berthault N., Mary J., Peyre J., Antoniadis A., Comet J-P., Cornuéjols A., Froidevaux Ch. & Dutreix M. : « Biological detection of low radiation by combining results of two analysis methods ». Nucleic Acids Research (NAR), Vol.32, No.1, e12 (8 pages), 2004. .pdf

Image data bases

(coding)

Conf.
Cornuéjols A., Sebag M., Mary, J. : « Classification d'images à l'aide d'un codage par motifs fréquents » (Image classification using a frequent item sets coding). Workshop sur la fouille d'images (RFIA-04), Toulouse, janvier 2004.  

Publications for 2003 :

Topic
Type
Publication
File
Robotics
Conf.
Cornuéjols A. and Miclet L. « Introduction à l'apprentissage artificiel et à la robotique ». Proc. of Journées Nationales de la Recherche en Robotique (JNRR-03). Murol, 7-9 oct. 2003, pp.121-126.  

Bioinformatics

(Attribute selection)

BC
(Book chapter) : Mary J., Mercier G., Comet J-P., Cornuéjols A., Froidevaux Ch. & Dutreix M. (2003) « An attribute estimation technique for the analysis of microarray data ». In Proc. of the Dieppe Spring school on Modelling and simulation of biological processes in the context of genomics (eds. P. Amar, F. Képès, V. Norris and P. Tracqui) Publisher Frontier group, ISBN : 2 91 4601 09 3, 2003.  

Bioinformatics

(Attribute selection)

Conf. & BC

Mary J., Mercier G., Comet J-P., Cornuéjols A., Froidevaux Ch. & Dutreix M. (2003) : « Utilisation d’une méthode de sélection d’attributs pour l’analyse du transcriptome de cellules de levure exposées à de faibles doses de radiation ». Journées Post-Génomique de la Doua (JPGD-03), Lyon, France, Mai 14-15, 2003.

(Publié dans Informatique pour l'analyse du transcriptome (Eds. Jean-François Boulicaut & Olivier Gandrillon), Traité IC2 Hermes-Lavoisier, 2004, pp.189-205)

.pdf (almost final)

Image data bases

(coding)

Conf. & J.
Jouteau S., Cornuéjols A., Sebag M., Tarroux Ph. et Liénard J-S. (2003) : « Nouveaux résultats en classification à l’aide d’un codage par motifs fréquents ». EGC-03 (Extraction et Gestion des Connaissances), Lyon, France, January 2003. (also published in Revue d'intelligence Artificielle (RIA), 2003, vol.17, N°1-3, pp.521-532). .pdf

Cognitive Sciences

BC
Buty, Ch. et Cornuéjols A. (2003) : « Évolution des connaissances chez l'apprenant ». in Des connaissances naïves au savoir scientifique (Ed. Andrée Tiberghien) (Note de synthèse pour Cognitique, Programme ACI Ecole et Sciences Cognitives du Ministère de la recherche, France). .pdf

 

LE livre sur l'apprentissage artificiel
en français
:

 

Antoine CORNUÉJOLS - Laurent MICLET    (avec la participation d'Yves KODRATOFF)

"Apprentissage artificiel : Concepts et algorithmes"

Eyrolles. Août 2002. 638p. 52 euros. ISBN: 2-212-11020-0

(http://www.eyrolles.com/php.informatique/Ouvrages/)

 

 

The following partial bibliography is organized around my research topics.

 


The dynamics of learning

  • Cornuéjols A. (1993) : "Getting Order Independence in Incremental Learning". Proc. of the European Conference on Machine Learning (ECML-93), Vienne, 5-8 avril 1993. Springer Verlag, Lecture Notes in Artificial Intelligence 667, Pavel Brazdil (Ed.), pp.196-212.

  • Cornuéjols A. (Ed.) (1993) : "Training Issues in Incremental Learning". Proceedings of the AAAI Spring Symposium, Stanford University, March 23-25, 1993.

  • Cornuéjols A. (1989) : "An Exploration into Incremental Learning : the INFLUENCE System", in Proc. of the 6th International Workshop on Machine Learning (ICML-89), Cornell june 29th-july 1st, 1989, pp.383-386.

  • Cornuéjols A. (1989) : "De l'apprentissage incrémental par adaptation dynamique: le système INFLUENCE" ("Incremental Learning through dynamic adaptation : the INFLUENCE system"), PhD. dissertation, Université de Paris-Sud, Orsay, (France).


Change of representation for learning

 



Transfer of information
and
cognitive science


  • Cornuéjols A., A. Tiberghien & G. Collet (2000): "A new mechanism for transfer between conceptual domains in scientific discovery and education". Foundation of Science, 5, 129-155, 2000.

  • Cornuéjols A., Tiberghien A. & Collet G. (1999) : " L'effet tunnel en cognition : un mécanisme de transfert entre domaines conceptuels". Actes de la 1ère Conférence d'Apprentissage (CAP-99), Palaiseau, France, 16-19 juin, 1999.

  • Cornuéjols A., Tiberghien A. & Collet G. (1999) : "Tunnel effects in cognition : A transfer mechanism from known conceptual domains to new ones". Conference on Artificial Intelligence and Simulation of Behaviour (AISB-99), Edinburgh, United Kingdom, April 6-9, 1999. (pp. 9-18 in vol. on Scientific Creativity).

  • Cornuéjols A., Tiberghien A. & Collet G. (1998) : "Decomposing the scientific discovery process using multiple interpretations of notions". 1st Conference on Model-Based Reasoning (MBR-98), Pavia, Italy, December 17-19, 1998.

  • Cornuéjols A. & Ales-Bianchetti J. (1998) : "Analogy and Induction : which (missing) link ?", Workshop "Advances in Analogy Research : Integration of Theory and Data from Cognitive, Computational and Neural Sciences", Sofia, Bulgarie, Juillet 17-20, 1998.

  • Cauzinille-Marmèche E., Collet G., Cornuéjols A. & Tiberghien A. (1997) : "Co-Adaptation of Students' Knowledge Domains when Interpreting a Physical Situation in Terms of a New Theory". Proc. of the 2nd European Conference on Cognitive Science (ECCS-97), Manchester, April 9-12, 1997.

  • Cornuéjols A. (1996) : "Analogie, principe d'économie et complexité algorithmique". Actes des 11èmes Journ*es Françaises d'Apprentissage (JFA-96), S*tes, France, 8-10 mai, 1996, pp.233-247.

  • Cornuéjols A. (1996) : "Analogy as Minimization of Description Length", in Nakhaeizadeh, G. and Taylor, C. (Eds) "Machine Learning and Statistics : The interface", John Wiley & Sons, 1996.

  • Cornuéjols A. (1994) : "Induction from one example and statistics : Analogy as a minimization principle". Proc. of the Workshop on "Machine Learning and Statistics", ECML-94 (European Conf. on Mach. Learning), Catanes, Italie, 6-8 avril 1994.

  • Cornuéjols A. (1994) : "Analogy as a description minimization principle". Proc. of the Workshop on "Applications of Descriptional Complexity to Inductive, Statistical, and Visual Inference" , ML/COLT-95 (Intern. Conf. on Mach. Learning / Comp. Learning Theory), Rutgers Univiversity, Etats-Unis, 10-15 juillet 1994.

  • Cornuéjols A. (1994) : "Analogy as a minimization principle". Proc. of the Dagstuhl Seminar : "Theory and Praxis of Machine Learning" , Dagstuhl-Seminar-Report;91, 27 June - 1 July 1994.

Surveys on
machine learning

  • Cornuéjols A & Miclet L. (2002) : "Apprentissage artificiel. Concepts et algorithmes". (Eyrolles, 638p., 52 euros)

  • Cornuéjols A. (2002) : "Une introduction aux SVM". Bulletin n°51 de l'AFIA (Association Française d'Intelligence Artificielle), juin 2002.

  • Cornuéjols A. & Moulet M. (1997) : "Machine Learning : A Survey". In Tzafestas S. (Ed.) "Knowledge Based Systems. Advanced Concepts, Techniques and Applications", World Scientific, 1997, pp. 60-84.

  • Cornuéjols A., Moulet M. & Vincent R. (1995) : Dossier spécial sur l'apprentissage symbolique automatique. Bulletin n°22 de l'AFIA (Association Française d'Intelligence Artificielle), octobre 1995.

Miscellaneous

  • Brunie-Taton A. & Cornuéjols A. (1996) : "Classification en Programmation Génétique". Actes des 11èmes Journées Françaises d'Apprentissage (JFA-96), Sètes, France, 8-10 mai, 1996, pp.303-316.

  • Cornuéjols A. & Brunie-Taton A. (1995) : "Classification par Programmation Génétique". Poster dans les Actes des Journées Acquisition-Validation-Apprentissage (JAVA-95), Grenoble, France, 5-7 avril, 1995.

  • Cassou J.-P.& Cornuéjols A.(1987) : "Statistical filtering of motion field from image sequences", in Proc. of GRETSI-87, Nice, 1-5 juin 1987.

 

Last update : 15-Nov-2013

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