DocumentCode
2015306
Title
Web Based Medical Expert System with a Self Training Heuristic Rule Induction Algorithm
Author
Chorbev, Ivan ; Mihajlov, Dragan ; Jolevski, Ilija
Author_Institution
Comput. Sci. & Comput. Eng. dept., Ss. Cyril & Methodius Univ., Skopje
fYear
2009
fDate
1-6 March 2009
Firstpage
143
Lastpage
148
Abstract
This paper presents a Web based medical expert system that performs self training using a heuristic rule induction algorithm. The data inserted by medical personnel while using the expert system is subsequently used for additional learning. The system is trained using a hybrid heuristic algorithm for induction of classification rules that we previously developed. The SA tabu miner algorithm (Simulated Annealing and Tabu Search based Data Miner) is inspired by both research on heuristic optimization algorithms and rule induction data mining concepts and principles. In this paper we compare the performance of SA Tabu Miner with other rule induction algorithms for classification on public domain data sets.
Keywords
Internet; data mining; medical expert systems; search problems; simulated annealing; SA tabu miner algorithm; Web based medical expert system; classification rule; heuristic rule induction algorithm; optimization algorithm; public domain data set; self training; simulated annealing; Classification algorithms; Computational modeling; Data mining; Databases; Expert systems; Heuristic algorithms; Humans; Machine learning algorithms; Medical expert systems; Simulated annealing; SA Tabu Miner; Simulated Annealing; Tabu Search; data mining; medical expert system; rule induction;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Databases, Knowledge, and Data Applications, 2009. DBKDA '09. First International Conference on
Conference_Location
Gosier
Print_ISBN
978-1-4244-3467-1
Electronic_ISBN
978-0-7695-3550-0
Type
conf
DOI
10.1109/DBKDA.2009.21
Filename
5071826
Link To Document