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
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;
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
DOI :
10.1109/DBKDA.2009.21