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Authors: Albert Fornells-Herrera 1 ; Elisabet Golobardes-Ribé 1 ; Ester Bernadó-Mansilla 1 and Joan Martí-Bonmatí 2

Affiliations: 1 Ramon Llull University, Spain ; 2 University of Girona, Spain

Keyword(s): Breast Cancer Diagnosis, Strategic Decision Support Systems, Evolutionary Programming, Meta-Learning, Application of Artificial Intelligence on Medicine.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence and Decision Support Systems ; Biomedical Engineering ; Data Engineering ; Enterprise Information Systems ; Evolutionary Programming ; Health Information Systems ; Industrial Applications of Artificial Intelligence ; Information Systems Analysis and Specification ; Knowledge Management ; Ontologies and the Semantic Web ; Society, e-Business and e-Government ; Strategic Decision Support Systems ; Web Information Systems and Technologies

Abstract: The incidence of breast cancer varies greatly among countries, but statistics show that every year 720,000 new cases will be diagnosed world-wide. However, a low percentage of women who suffer it can be detected using mammography methods. Therefore, it is necessary to develop new strategies to detect its formation in early stages. Many machine learning techniques have been applied in order to help doctors in the diagnosis decision process, but its definition and application are complex, getting results which are not often the desired. In this article we present an automatic way to build decision support systems by means of the combination of several machine learning techniques using a Meta-learning approach based on Grammar Evolution (MGE). We will study its application over different mammographic datasets to assess the improvement of the results.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Fornells-Herrera, A.; Golobardes-Ribé, E.; Bernadó-Mansilla, E. and Martí-Bonmatí, J. (2006). DECISION SUPPORT SYSTEM FOR BREAST CANCER DIAGNOSIS BY A META-LEARNING APPROACH BASED ON GRAMMAR EVOLUTION. In Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 1: ICEIS; ISBN 978-972-8865-42-9; ISSN 2184-4992, SciTePress, pages 222-229. DOI: 10.5220/0002492202220229

@conference{iceis06,
author={Albert Fornells{-}Herrera. and Elisabet Golobardes{-}Ribé. and Ester Bernadó{-}Mansilla. and Joan Martí{-}Bonmatí.},
title={DECISION SUPPORT SYSTEM FOR BREAST CANCER DIAGNOSIS BY A META-LEARNING APPROACH BASED ON GRAMMAR EVOLUTION},
booktitle={Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 1: ICEIS},
year={2006},
pages={222-229},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002492202220229},
isbn={978-972-8865-42-9},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the Eighth International Conference on Enterprise Information Systems - Volume 1: ICEIS
TI - DECISION SUPPORT SYSTEM FOR BREAST CANCER DIAGNOSIS BY A META-LEARNING APPROACH BASED ON GRAMMAR EVOLUTION
SN - 978-972-8865-42-9
IS - 2184-4992
AU - Fornells-Herrera, A.
AU - Golobardes-Ribé, E.
AU - Bernadó-Mansilla, E.
AU - Martí-Bonmatí, J.
PY - 2006
SP - 222
EP - 229
DO - 10.5220/0002492202220229
PB - SciTePress