IJSRSET calls volunteers interested to contribute towards the scientific development in the field of Science, Engineering and Technology

Home > IJSRSET162491                                                     

Patient-Centric and Privacy Preserving Clinical Decision Support System Using Naive Bayesian Classification


Manodnya A. Shitole, Manoj A. Wakchaure
  • Abstract
  • Authors
  • Keywords
  • References
  • Details
In the advanced age in which the healthcare area is exploring widely in that Clinical decision support system, which uses advanced data mining techniques to help clinician make proper decisions, has received considerable attention recently. The advantages of clinical decision support system include not only improving diagnosis accuracy but also reducing diagnosis time. The large data id generated in the healthcare system time by time so every patient is provided their personal information to the doctor for making the decision but because the privacy is the major issue for healthcare system of patient. The requirement is to provide the security to the patient data from unauthorized use the privacy preserving clinical decision support system is given in the system. So in the proposed system the patient security is the main part and in that provided the security to the patient by giving the restriction to the doctor accession. In that we check the authorization of the doctor with the OTP generation because of that the data is preserved. And also the effective Naive Bayesian classification use for the patient easiness for getting the results from the doctor about the disease diagnosis also one prominent part provided in this that patient can upload the document of their so doctor will get help to diagnosis the patient.

Manodnya A. Shitole, Manoj A. Wakchaure

Privacy Preserving, Patient centric, Cryptography, Homomorphic aggregation scheme etc

  1. Ximeng Liu,Rongxing Lu,Jianfeng ,Le Chen, and Baodong Qin"," Privacy-Preserving Patient-Centric Clinical Decision Support System on Na??ve Bayesian Classification", "IEEE journal of biomedical and health informatics, vol. xx, no. xx, December 2014"
  2. Jussi Mattila Juha Koikkalainen, Arho Virkki, Mark van Gilsand Jyrki Lotjonen";"Design and Application of a Generic Clinical Decision Support System for Multiscale Data" "IEEE transactions on biomedical engineering, vol. 59, no. 1, January 2012"
  3. Yogachandran Rahulamathavan  Suresh Veluru, Raphael C.-W. Phan, Jonathon A. Chambers and Muttukrishnan Rajarajan" ,"Privacy-Preserving Clinical Decision Support System Using Gaussian Kernel-Based Classification"," "IEEE journal of biomedical and health informatics, vol. 18, no. 1, January 2014"
  4. Ewart R. Carson, Derek G. Cramp, Alastair Morgan, and Abdul V. Roudsari"," Clinical Decision Support, Systems Methodology, and Telemedicine: Their Role in the Management of Chronic Disease", "IEEE transactions on information technology in biomedicine, vol. 2, no. 2, June 1998
  5. A. Musen, B. Middleton, and R. A. Greenes", "Clinical decision-support systems" , "in Biomedical informatics. Springer, 2014, pp. 643–674".
  6. Monkaresi, R. A. Calvo, and H. Yan", "A machine learning approach to improve contactless heart rate monitoring using a webcam","IEEE J. Biomedical and Health Informatics ,vol.18,no.4,pp.1153–1160, 2014
  7. M. Leung, "Naive bayesian classifier","Polytechnic University Department Of Computer Science , "Finance and Risk Engineering, Copyright c,mleung@ poly. edu, 2007".
  8. Boneh, E.-J. Goh, and K. Nissim, "Evaluating 2-dnf formulas on ciphertexts," in Theory of cryptography". "Springer, 2005, pp. 325–341".
  9. Schurink, P. Lucas, I. Hoepelman, and M. Bonten", "Computer- assisted decision support for the diagnosis and treatment of infectious diseases in intensive care units," "The Lancet infectious diseases , vol. 5, no. 5, pp. 305–312, 2005."
  10. Vaidya, M. Kantarcioglu, and C. Clifton," "Privacy-preserving naïve bayes classification," VLDB J, vol. 17, no. 4, pp. 879–898, 2008.
  11. Lin and M. Chen, "On the design and analysis of the privacy-preserving SVM classifier", "IEEE Trans. Knowl. Data Eng., vol. 23,no. 11, pp. 1704–1717, 2011
  12. Li, L. Xiong, L. Ohno-Machado, and X. Jiang, "Privacy preserving rbf kernel support vector machine," Bio-Med research international , vol. 2014, 2014

Publication Details

Published in : Volume 2 | Issue 4 | July-August - 2016
Date of Publication Print ISSN Online ISSN
2016-08-30 2395-1990 2394-4099
Page(s) Manuscript Number   Publisher
364-369 IJSRSET162491   Technoscience Academy

Cite This Article

Manodnya A. Shitole, Manoj A. Wakchaure, "Patient-Centric and Privacy Preserving Clinical Decision Support System Using Naive Bayesian Classification", International Journal of Scientific Research in Science, Engineering and Technology(IJSRSET), Print ISSN : 2395-1990, Online ISSN : 2394-4099, Volume 2, Issue 4, pp.364-369, July-August-2016.
URL : http://ijsrset.com/IJSRSET162491.php