Healthcare Expert System Based on the Group Cooperation Model

Expert systems for healthcare services are widely studied where accuracy of diagnosis and efficiency of the system for various services are examined. Also, recent researches include decision support services, expert medical services and autonomous management, which are based on multi-agent systems. The cooperation of the agents is crucial in analyzing, and managing the data of patient to detect abnormal patterns in order to provide an advance treatment. This research shows that the healthcare expert system (HES) is implemented on the group cooperation model. Communications through the components are designed based on multi-agent. The proposed agent managers effectively coordinate the processing of client requests. Replica managers provide quality of service for clients by replicating objects. An adaptive scheme using round robin and fuzzy least load algorithms is managed by load balancing service.

[1]  BarchinoRoberto,et al.  Knowledge representation for diagnosis of care problems through an expert system , 2008 .

[2]  Samir El-Masri,et al.  A survey of agent-based intelligent decision support systems to support clinical management and research , 2005, AAMAS 2005.

[3]  Michael Negnevitsky,et al.  Artificial Intelligence: A Guide to Intelligent Systems , 2001 .

[4]  Luis M. Laita,et al.  Knowledge representation for diagnosis of care problems through an expert system: Model of the auto-care deficit situations , 2008, Expert Syst. Appl..

[5]  Brijesh Verma,et al.  A computer-aided diagnosis system for digital mammograms based on fuzzy-neural and feature extraction techniques , 2001, IEEE Transactions on Information Technology in Biomedicine.

[6]  Jaewan Lee,et al.  Cooperation Model for Object Group using Load Balancing , 2006 .

[7]  Mu-Yen Chen,et al.  Integrating data mining with case-based reasoning for chronic diseases prognosis and diagnosis , 2007, Expert Syst. Appl..

[8]  Rüdiger W. Brause,et al.  Medical Analysis and Diagnosis by Neural Networks , 2001, ISMDA.

[9]  Chang-Shing Lee,et al.  Ontology-based intelligent healthcare agent and its application to respiratory waveform recognition , 2007, Expert Syst. Appl..

[10]  Hee Chan Kim,et al.  Computer-aided diagnosis of solid breast nodules on ultrasound with digital image processing and artificial neural network , 2004, The 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[11]  Maryellen L. Giger,et al.  Computer-aided diagnosis of breast lesions in medical images , 2000, Comput. Sci. Eng..

[12]  Chun-Lang Chang A study of applying data mining to early intervention for developmentally-delayed children , 2007, Expert Syst. Appl..