Articoli correlati a Application of data mining in medical decision support...

Application of data mining in medical decision support systems - Brossura

Mahamud, Habib Shariff

 
9786139920143: Application of data mining in medical decision support systems
Brossura
ISBN 10: 6139920140 ISBN 13: 9786139920143
Casa editrice: LAP LAMBERT Academic Publishing, 2019

Sinossi

Medical decision support system (MDSS) are now being used in many health care institutions across the glove, these institutions have large amount of medical data stored in different format and may contain relevant data that are hidden. The use of data mining is to extract hidden knowledge from a relevant data, that is why the main aim of this book is to show how data mining methods can be applied in medical decision support system and also to design a web based expert system that can predict heart condition using neural network. The design of the system is based on VA Medical center long beach database and collected from the UCI machine learning repository. After analyzing several medical decision support systems in the relevant literature, three algorithms have been identified: multilayer perceptron, decision tree and Naïve Bayes. These algorithms are tested under different configuration in order to find the best on the two medical dataset. Thereafter, a comparison was made with respect to their performance based on some set of performance metrics. The analysis was done using WEKA on the two medical dataset which are diabetes and heart diseases database.

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Editore
LAP LAMBERT Academic Publishing
Data di pubblicazione
2019
Lingua
Inglese
ISBN 10 
6139920140
ISBN 13 
9786139920143
Rilegatura
Copertina flessibile
Numero di pagine
84
Contatto del produttore
non disponibile
Persona responsabile
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