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Trends in Online Biomonitoring Read chapter Read first chapter

2018 | OriginalPaper | Chapter

Case-Based Reasoning Systems for Medical Applications with Improved Adaptation and Recovery Stages

Authors : X. Blanco Valencia, D. Bastidas Torres, C. Piñeros Rodriguez, D. H. Peluffo-Ordóñez, M. A. Becerra, A. E. Castro-Ospina

Published in: Bioinformatics and Biomedical Engineering

Publisher: Springer International Publishing

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Abstract

Case-Based Reasoning Systems (CBR) are in constant evolution, as a result, this article proposes improving the retrieve and adaption stages through a different approach. A series of experiments were made, divided in three sections: a proper pre-processing technique, a cascade classification, and a probability estimation procedure. Every stage offers an improvement, a better data representation, a more efficient classification, and a more precise probability estimation provided by a Support Vector Machine (SVM) estimator regarding more common approaches. Concluding, more complex techniques for classification and probability estimation are possible, improving CBR systems performance due to lower classification error in general cases.

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Metadata
Title
Case-Based Reasoning Systems for Medical Applications with Improved Adaptation and Recovery Stages
Authors
X. Blanco Valencia
D. Bastidas Torres
C. Piñeros Rodriguez
D. H. Peluffo-Ordóñez
M. A. Becerra
A. E. Castro-Ospina
Copyright Year
2018
Book
Bioinformatics and Biomedical Engineering

Print ISBN: 978-3-319-78722-0

Electronic ISBN: 978-3-319-78723-7

Copyright Year: 2018

DOI
https://doi.org/10.1007/978-3-319-78723-7_3

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