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We are finishing the development of the user interface, in order to improve its quality.
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Nowadays, the software is not distributed. The goal of this site is to share the resaerch done on the project. The demonstration plateform shows in a concret way the results of this researchs.
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Publications
Since the beginning of the project, Calicot has been the object of many publications and presentations in international as well as national conferences and journals. They are listed below.
- 2008 :
- Learning Rules from Multisource Data for Cardiac Monitoring
Elisa Fromont, René Quiniou, Marie-Odile Cordier
International Journal of Biomedical Engineering and Technology (IJBET), Inderscience, 2008, to be published
- Apprentissage d'arbres de décision pour le pilotage en ligne d'algorithmes de décision sur les électrocardiogrammes
François Portet, René Quiniou, Marie-Odile
Cordier, Guy Carrault
RFIA 2008 (16ème Congrès Reconnaissance des Formes et Intelligence Artificielle), Amiens, 2008
- 2007 :
- Learning Decision Tree for Selecting QRS Detectors for
Cardiac Monitoring
François Portet, René Quiniou, Marie-Odile
Cordier, Guy Carrault
Riccardo Bellazzi, Ameen Abu-Hanna, Jim Hunter (ed), 11th Conference on
Artificial Intelligence in Medicine (AIME 07) (Amsterdam): pages
170–174. Springer-Verlag, Berlin Heidelberg
- Reduction of Large Training Set by Guided Progressive
Sampling: Application to Neonatal Intensive Care Data
François Portet, Feng Gao, Jim Hunter, René
Quiniou
workshop on Intelligent Data Analysis in bioMedicine and Pharmacology
(IDAMAP) 2007 (Amsterdam)
- 2006 :
- Pilotage d'algorithmes pour un diagnostic
médical robuste en cardiologie [Document]
François Portet, Guy Carrault, Marie-Odile Cordier,
René Quiniou
RFIA 2006 (Congrès Reconnaissance des Formes et Intelligence
Artificielle), Presse universitaires François-Rabelais,
Tours, France, 115, Janvier, 2006
- Apprentissage multisource par programmation logique
inductive [Document]
Élisa Fromont, René Quiniou, Marie-Odile Cordier
RFIA 2006 (Congrès Reconnaissance des Formes et Intelligence
Artificielle), Presse universitaires François-Rabelais ,
Tours, France, 115, Janvier, 2006
- 2005 :
- Pilotage d'un système de
monitoring cardiaque multisource [Document]
Élisa Fromont, François Portet
MajecSTIC 2005 : Manifestation des Jeunes Chercheurs francophones dans
les domaines des STIC (2005)
- Pilotage d'algorithmes pour la reconnaissance en ligne
d'arythmies cardiaques [Document]
François Portet
TEL - CCSd - CNRS, December 06 2005.
- Apprentissage multisource par programmation logique
inductive : application à la caractérisation
d'arythmies cardiaques [Document]
Élisa Fromont
TEL - CCSd - CNRS, December 07 2005.
- Learning Rules from Multisource Data for Cardiac
Monitoring [Document]
Élisa Fromont, René Quiniou, Marie-Odile Cordier
10th Conference on Artificial
Intelligence in Medicine (AIME 2005), LNCS 3581 (2005)
- Evaluation of real-time QRS detection algorithms in
variable contexts [Document]
François Portet, Guy Carrault, Alfredo Ignacio Hernandez
Medical & biological engineering & computing. 43, 3
(2005)
- Piloting real-time QRS detection algorithms in variable
contexts [Document]
François Portet, Guy Carrault
3rd European Medical & Biological Engineering Conference -
EMBEC 2005 11 (2005)
- Piloting Signal Processing Algorithms in a Cardiac
Monitoring Context [Document]
François Portet, Guy Carrault, Marie-Odile Cordier,
René Quiniou
First Doctoral Consortium of the 10th Conference on Artificial
Intelligence in Medicine (AIME 2005) (2005)
- Pilotage en ligne d'algorithmes de traitement du signal
guidé par le contexte courant [Document]
François Portet, Guy Carrault, Marie-Odile Cordier,
René Quiniou
7e Rencontres Jeunes Chercheurs en Intelligence Artificielle (RJCIA
2005) (2005)
- Extraction de connaissances provenant de
données multisources pour la caractérisation
d'arythmies cardiaques [Résumé]
Élisa Fromont, Marie-Odile Cordier, René Quiniou
Chapitre dans numéro spécial Fouille de données complexes, RNTI-E-4, 2005
- 2004 :
- Learning from Multi-source Data [Document]
Élisa Fromont, Marie-Odile Cordier, René Quiniou
Knowledge Discovery in Databases (PKDD 04), Lecture Notes in Computer Science, Vol. 3202, pp. 503-505,
Springer, 2004.
- Extraction de connaissances provenant de
données multisources pour la caractérisation
d'arythmies cardiaques [Document]
Élisa Fromont, Marie-Odile Cordier, René Quiniou
EGC'04 Workshop: Fouille de données complexes dans un
processus d'extraction de connaissances , Clermont-ferrand, France ,
janvier , 2004.
- 2003 :
- Kardio and Calicot: a comparison of two cardiac
arrhythmia classifiers [Document]
Élisa Fromont, Alfredo Hernandez, Marie-Odile Cordier,
René Quiniou
Artificial Intelligence in Medicine Europe (AIME 03), workshop QUALITATIVE and
MODEL-BASED REASONING IN BIOMEDICINE (2003)
- Temporal abstraction and inductive logic programming
for arrhythmia recognition from electrocardiograms [Résumé
(anglais)]
Guy Carrault, Marie-Odile Cordier, René Quiniou, Feng Wang
Artificial Intelligence in Medicine, 28(3), pp. 231-263, 2003.
- Wavelets extrema representation for QRS-T cancellation
and P wave detection
Lotfi Senhadji, Feng Wang, Alfredo Hernandez, Guy Carrault
HAL - CCSd - CNRS, January 22 2003.
- Fusion de méthodes d'apprentissage
automatique et de traitement du signal pour la reconnaissance
d'arythmies [Résumé]
Feng Wang, Guy Carrault, René Quiniou, Marie-Odile Cordier,
Philippe Mabo
ITBM-RBM Innovation et technologie en biologie et médecine ,
Elsevier France , 2003.
- Temporal reasoning based automatic arrhythmias
recognition [Résumé
(anglais)]
Feng Wang, Guy Carrault, René Quiniou, Marie-Odile Cordier,
L. Luo
IEEE International Conference on RISSP 2003 : Robotics, Intelligent
Systems and Signal Processing, Changsha, China, Mai 2003
- Reconnaissance d'événements
structurés temporellement dans un signal par raisonnement
temporel [Résumé]
Feng Wang, Guy Carrault, René Quiniou, Marie-Odile Cordier
19e colloque GRETSI'03 sur le traitement du signal et des images,
Paris, Septembre 2003.
- 2002 :
- Intelligent data analysis for diagnosing and monitoring
Marie-Odile Cordier, Guy Carrault, René Quiniou, Feng Wang
IDAMAP 2002: Intelligent Data Analysis in Medicine and Pharmacology -
workshop at ECAI'2002 , 19-23 , Juillet 2002.
- Intelligent multichannel data analysis for diagnosing
and monitoring
Marie-Odile Cordier, Guy Carrault, René Quiniou, Feng Wang
TASDA'2002 : Knowledge Discovery from Temporal and Spatial Data -
workshop at ECAI'2002 , 10-16 , Juillet 2002.
- 2001 :
- Learning Structural Knowledge from the ECG [Document]
Feng Wang, René Quiniou, Guy Carrault, Marie-Odile Cordier
ISMDA, Lecture Notes in Computer Science, Vol. 2199, pp. 288-294,
Octobre 2001.
- Application of ILP to Cardiac Arrhythmia
Characterization for Chronicle Recognition [Document]
René Quiniou, Marie-Odile Cordier, Guy Carrault, Feng Wang
ILP'2001, Springer-Verlag, Vol. 2157, pp. 220-227, Septembre 2001.
- Apprentissage de séquences
structurées : exemple en ECG [Document]
Guy Carrault, Feng Wang, René Quiniou, Marie-Odile Cordier
18e colloque GRETSI'01 sur le traitement du signal et l'image ,
Toulouse, France , 611-614 , Septembre 2001.
- 2000 :
- Fusion de méthodes d'apprentissage
automatique et de traitement de signal pour la reconnaissance
d'arythmies [Document]
Feng Wang, Guy Carrault, René Quiniou, Marie-Odile Cordier,
Philippe Mabo
10ème Forum des Jeunes Chercheurs du Génie
Biologique et Médical, Juin 2000
- 1999 :
- A Model-Based Approach for Learning to Identify Cardiac
Arrhythmias [Document]
Guy Carrault, Marie-Odile Cordier, René Quiniou, Mireille
Garreau, Jean-Jacques Bellanger, Alain Bardou
Proceedings of the Joint European Conference on Artificial
Intellingence in Medicine and Medical Decision Making (AIMDM-99), LNAI,
Vol. 1620, pp. 165-174, Springer, June 20-24 1999.
Those publication made Calicot be know and recognized. The citation below, extracted form Michael Stacey, Carolyn McGregor, Temporal abstraction in intelligent clinical data analysis: A survey, Artificial Intelligence in Medicine (2006), demonstrates the originality of the approach:
From the 14 systems reviewed only 2 [Ip-Calicot and
one other] utilised machine learnig techniques for the gathering of
knowledge to aid in the data analysis process [...].
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Autres documents
Présentations
(slides)
- presentation 1
- presentation 2
Poster