Emerging medical informatics with case-based reasoning for aiding clinical decision in multi-agent system

Journal of Biomedical Informatics

Volumn 56, Issue , 2015, Pages 307-317

  Shen, Ying ^a,b   Colloc, Joël ^c   Jacquet Andrieu, Armelle ^b,d   Lei, Kai ^a  

^a PEKING UNIVERSITY   (China)

^b Sorbonne Paris Cité   (France)

^c UNIVERSITÉ DU HAVRE   (France)

^d UNIVERSITÉ PARIS DESCARTES   (France)

Author keywords

Case based reasoning; Clinical decision support; Knowledge representation; Multi agent system; Ontology application

Indexed keywords

CASE BASED REASONING; CLINICAL RESEARCH; DECISION MAKING; DECISION SUPPORT SYSTEMS; DIAGNOSIS; KNOWLEDGE ACQUISITION; KNOWLEDGE REPRESENTATION; MEDICAL INFORMATICS; ONTOLOGY; PATIENT TREATMENT;

CASEBASED REASONINGS (CBR); CLINICAL DECISION; CLINICAL DECISION MAKING; CLINICAL DECISION SUPPORT; COMBINED OPERATIONS; MULTIAGENT ARCHITECTURE; ONTOLOGY APPLICATIONS; THERAPEUTIC MONITORING;

MULTI AGENT SYSTEMS;

ALGORITHM; ARTICLE; BIOINFORMATICS; CASE BASED REASONING; COMPUTER SYSTEM; CONTROLLED STUDY; DATA ANALYSIS; DECISION SUPPORT SYSTEM; INFORMATION RETRIEVAL; MATHEMATICAL ANALYSIS; MATHEMATICAL COMPUTING; MATHEMATICAL MODEL; MEDICAL INFORMATICS; MEDICAL INFORMATION; MULTI AGENT SYSTEM; PATIENT ASSESSMENT; PRIORITY JOURNAL; PROCESS DEVELOPMENT; PROCESS OPTIMIZATION; ARTIFICIAL INTELLIGENCE; CLINICAL DECISION SUPPORT SYSTEM; COMPUTER ASSISTED DIAGNOSIS; DECISION MAKING; FUZZY LOGIC; HUMAN; PROBABILITY; PROBLEM SOLVING; PROCEDURES; PROGNOSIS; STATISTICAL MODEL; STOMACH NEOPLASMS;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; COMPUTER SYSTEMS; DECISION MAKING; DECISION SUPPORT SYSTEMS, CLINICAL; DECISION SUPPORT TECHNIQUES; DIAGNOSIS, COMPUTER-ASSISTED; FUZZY LOGIC; HUMANS; MEDICAL INFORMATICS; MODELS, STATISTICAL; PROBABILITY; PROBLEM SOLVING; PROGNOSIS; STOMACH NEOPLASMS;

EID: 84938579806     PISSN: 15320464     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbi.2015.06.012     Document Type: Article

References (20)

1. Aamodt A., Plaza E. Case-based reasoning: foundational issues, methodological variations, and system approaches. AI Commun. 1994, 7(1):39-59.
2. Bouchon-meunier B., Despres S., Dubois D., Gascuel O., Guenoche A., Prade H. Aspects de l'interface entre symbolique et numérique. Actes des 3èmes journées nationales PRC-GDR Intelligence Artificielle: autour de la monotonie, 1990, octobre 21-22 1990, 90-112. Hermès, Paris.
3. Brown C.E., Gupta U.G. Applying case-based reasoning to the accounting domain. Intell. Syst. Acc., Fin. Manage. 1994, 3(3):205-221.
4. Chau M., Zeng D., Chen H., Huang M., Hendriawan D. Design and evaluation of a multi-agent collaborative Web mining system. Decis. Support Syst. 2003, 35(1):167-183.
5. J. Colloc, D. Boulanger, Automatic knowledge acquisition for object oriented expert systems, in: Proceedings of 13th International Conference Artificial Intelligence, Expert Systems, Natural Language, 1993, May 24-28, EC2, Avignon (France), pp. 99-108.
6. J. Colloc, C. Sybord, A multi-agent approach to involve multiple knowledge models and the case base reasoning approach in decision support systems, in: Proceedings of SSST'03: 35th IEEE Southeastern Symposium on System Theory, 2003, March 17-18, Morgantown (USA), IEEE, New York (USA), pp. 247-251.
7. W. Dubitzky, A. Schuster, J.G. Hughes, D.A. Bell, An advanced case-knowledge architecture based on fuzzy objects, in: Proceeding of Applied Intelligence: the International Journal of Artificial Intelligence, Neural Networks, and Complex Problem-Solving Technologies, vol. 7, 1997, Kluwer Academic Publishers, USA, pp. 1-18.
8. Farinelli A., Grisetti G., Iocchi L., Lo Cascio S., Nardi D. Design and evaluation of multi agent systems for rescue operations. Intell. Robots Syst. 2003, 4:3138-3143.
9. Ghosh D., Sharman R., Rao H.R., Upadhyaya S. Self-healing systems-survey and synthesis. Decis. Support Syst. 2007, 42(4):2164-2185.
10. Gupta U.G. How case-based reasoning solves new problems?. Interfaces 1994, 24(6):110-119.
11. Koutkias V.G., Chouvarda I., Maglaveras N. A multiagent system enhancing home-care health services for chronic disease management. IEEE Trans. Inform. Technol. Biomed. 2005, 9(4):528-537.
12. Laleci G.B., Dogac A., Olduz M., Tasyurt I., Yuksel M., Okcan A. SAPHIRE: a multi-agent system for remote healthcare monitoring through computerized clinical guidelines. Agent Technology and e-Health 2008, 25-44. Springer, New York.
13. Micalizio R., Torasso P., Torta G. On-line Monitoring and Diagnosis of Multi-agent Systems: A Model Based Approach 2004, vol. 16. ECAI, p. 848.
14. Montani S., Magni P., Roudsari A.V., Carson E.R., Bellazzi R. Integrating different methodologies for insulin therapy support in type 1 diabetic patients. Artificial Intelligence in Medicine 2001, 121-130. Springer, Berlin, Heidelberg.
15. A. Schuster, W. Dubitzky, K. Adamson, D.A. Bell, J.G. Hughes, Processing Similarity between a mix of crisply and fuzzily defined case properties, in: Proceedings of 2nd International ICSC Symposium on Fuzzy Logic and Applications, 1997, February 12-14, ICSC Academic Press, Zurich (Switzerland), pp. 247-253.
16. Y. Shen, A. Jacquet-Andrieu, J. Colloc, Un système multi-agents d'aide à la décision Clinique fondé sur des ontologies, in: Proceedings of AMINA 2012: the Applications médicales de l'informatique: nouvelles approches, 2012, décembre 17-19, Mahdia (Tunisie), Presses Université de Monastir, pp. 136-145.
17. Y. Shen, Élaboration d'ontologies médicales pour une approche multi-agent d'aide à la décision clinique, Ph.D thesis, l'Université Paris Ouest Nanterre La Défense, Nanterre, France, 2015.
18. Y.W. Stanley, et al., An extensible knowledge base management system for supporting rule-based interoperability among heterogeneous systems, in: Proceedings of the fourth international conference on Information and knowledge management, ACM, Baltimore (Maryland), 1995, pp. 1-10.
19. Wang M.H., Lee C.S., Hsieh K.L., Hsu C.Y., Acampora G., Chang C.C. Ontology-based multi-agents for intelligent healthcare applications. J. Ambient Intell. Hum. Comput. 2010, 1(2):111-131.
20. Zighed D.A., Auray J.P., Duru G. SIPINA: Méthode et Logiciel 1992, Ed. A. Lacassagne, Lyon.