Commenced in January 2007
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Bayesian Network Based Intelligent Pediatric System
Authors: Jagmohan Mago, Parvinder S. Sandhu, Neeru Chawla
Abstract:
In this paper, a Bayesian Network (BN) based system is presented for providing clinical decision support to healthcare practitioners in rural or remote areas of India for young infants or children up to the age of 5 years. The government is unable to appoint child specialists in rural areas because of inadequate number of available pediatricians. It leads to a high Infant Mortality Rate (IMR). In such a scenario, Intelligent Pediatric System provides a realistic solution. The prototype of an intelligent system has been developed that involves a knowledge component called an Intelligent Pediatric Assistant (IPA); and User Agents (UA) along with their Graphical User Interfaces (GUI). The GUI of UA provides the interface to the healthcare practitioner for submitting sign-symptoms and displaying the expert opinion as suggested by IPA. Depending upon the observations, the IPA decides the diagnosis and the treatment plan. The UA and IPA form client-server architecture for knowledge sharing.Keywords: Network, Based Intelligent, Pediatric System
Digital Object Identifier (DOI): doi.org/10.5281/zenodo.1081175
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[1] World Health Organization (WHO) and Government of India," Students- Handbook for IMNCI (Integrated Management of Neonatal and Childhood Illness)", 2003.
[2] Nealon, J. and Moreno, A., "The application of agent technology to health care", Proceedings of the Workshop AgentCities: Research in Large-scale Open Agent Environments, in the 1st International Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS ÔÇÿ02), pages 169-73, Bologna, Italy, 2002.
[3] Lieberman, H. and Mason, C. , "Intelligent agent software for medicine", Stud Health Technol Inform ÔÇÿ02, No. 80, pages 99-109, 2002.
[4] Heine, Christian , Kirn, Stefan, and Herrler, Rainer, "Agent-based Optimization and Management of Clinical Processes", Proceedings of the 16th European Conference on Artifical Intelligence (ECAI-04)-The 2nd Workshop on Agents Applied in Health Care, 2004.
[5] Susan L. Mabry, Caleb R. Hug, Russell C. Roundy. "Clinical Decision Support with IM-Agents and ERMA Multi-agents," cbms, page. 242, 17th IEEE Symposium on Computer-Based Medical Systems (CBMS'04), 2004.
[6] Ludger Zachewitz, " A multi-agent system for Establishing electronics Healthcare record ", ECAI 2004 16th European Conference on Artificial Intelligence -Workshop 7: Agents Applied in HealthCare , pages. 31-37, August 2004.
[7] Greenwood, S., Nealon, J.L. and Marshall, P., "Agent-Based User Interface Adaptivity in a Medical Decision Support System" in Applications of Software Agent Technology in the Health Care Domain, Whitestein Series in Software Agent Technologies, Birkhäuser Verlag, Basel, pages 35-48, 2003.
[8] Nealon, J.L. and Moreno, A.,"Agent-Based Applications in Health Care" in Applications of Software Agent Technology in the Health Care Domain , Whitestein Series in Software Agent Technologies, Birkhäuser Verlag, Basel, pages 3-18, 2003.
[9] Riaño, David, Prado, Susana, Pascual, Antonio and Martín, Silvestre, "A Multi-Agent System Model to Support Palliative Care Units", Proceedings of the 15th IEEE Symposium on Computer-Based Medical Systems, 2002.
[10] Vincenzo Della Mea, "Agents acting and moving in healthcare scenario: a paradigm for telemedical collaboration", IEEE Transaction on Information Technology in Biomedicine. pages 10-13, 2001
[11] Hashmi, Zafar Iqbal , Abidi, Syed Sibte Raza and Cheah, Yu-N , "An Intelligent Agent-based Knowledge Broker for Enterprise-wide Healthcare Knowledge Procurement", pages. 173, Proceedings of the 15th IEEE Symposium on Computer-Based Medical Systems, 2002.
[12] Vassilis G. Koutkias, Ioanna Chouvarda, and Nicos Maglaveras, "A Multiagent System Enhancing Home-Care Health Services for Chronic Disease Management", IEEE Transaction on Information Technology in Biomedicine. Volume 9, issue 4, pages 528-537, December 2005.
[13] Tian, Jiang and Tianfield , Huaglory, "A Multi-agent Approach to the Design of an E-medicine System", MATES 2003, LNAI 2831, pages 85-94, Springer-Verlag Berlin Heidelberg ,2003
[14] V.K. Mago, M.S. Devi, "A Multi-agent Medical System for Indian Rural Infant and Child Care", International Joint Conference on Artificial Intelligence, 2007, pp. 1396-1401.
[15] Fabio Bellifemine, A. Poggi, and G. Rimassi, "JADE: A FIPA-compliant agent framework,"in Proceedings of the Practical Applications of Intelligent Agents and Multi-Agents, pages 97- 108, April 1999. IJCAI- 07.