Case-Based Decision Support in Time Dependent Medical Domains

Abstract : Medical applications often require to capture the observed phenomenon dynamics, in order to properly support physicians' decision making. Case-based Reasoning (CBR), and more specifically case-based retrieval, is recently being recognized as a valuable decision support methodology in these domain. However, adopting CBR in this field is non trivial, since the need for describing the process dynamics impacts both on case representation and on the retrieval activity itself. In this work, we survey different methodologies introduced in the literature in order to implement medical CBR applications in time dependent domains, with a particular emphasis on time series representation and retrieval. Among the others, a novel approach, which relies on Temporal Abstractions, is analysed in depth.
Type de document :
Communication dans un congrès
Max Bramer. Third IFIP TC12 International Conference on Artificial Intelligence (AI) / Held as Part of World Computer Congress (WCC), Sep 2010, Brisbane, Australia. Springer, IFIP Advances in Information and Communication Technology, AICT-331, pp.238-242, 2010, Artificial Intelligence in Theory and Practice III. 〈10.1007/978-3-642-15286-3_24〉
Liste complète des métadonnées

https://hal.inria.fr/hal-01058361
Contributeur : Hal Ifip <>
Soumis le : mardi 26 août 2014 - 16:29:14
Dernière modification le : vendredi 11 août 2017 - 11:17:26
Document(s) archivé(s) le : jeudi 27 novembre 2014 - 16:21:48

Fichier

wcc10-short.pdf
Fichiers produits par l'(les) auteur(s)

Licence


Distributed under a Creative Commons Paternité 4.0 International License

Identifiants

Citation

Stefania Montani. Case-Based Decision Support in Time Dependent Medical Domains. Max Bramer. Third IFIP TC12 International Conference on Artificial Intelligence (AI) / Held as Part of World Computer Congress (WCC), Sep 2010, Brisbane, Australia. Springer, IFIP Advances in Information and Communication Technology, AICT-331, pp.238-242, 2010, Artificial Intelligence in Theory and Practice III. 〈10.1007/978-3-642-15286-3_24〉. 〈hal-01058361〉

Partager

Métriques

Consultations de la notice

100

Téléchargements de fichiers

51