The following information was submitted:
Transactions: WSEAS TRANSACTIONS ON BIOLOGY AND BIOMEDICINE
Transactions ID Number: 32-587
Full Name: Ranjana Raut
Position: Ph.D. Candidate
Age: ON
Sex: Female
Address: Jijaoo Nagar, in front Mayor Bungalow, University Road, Camp, Amravati, MS
Country: INDIA
Tel: 9420236933
Tel prefix: 0091
Fax:
E-mail address: rdr24164@rediffmail.com
Other E-mails: raut.ranjana@gmail.com
Title of the Paper: Clinical Decision Support System based on MLP NN for Heart Diseases
Authors as they appear in the Paper: 1RANJANA RAUT, 2DR. S. V. DUDUL
Email addresses of all the authors: rdr24164@rediffmail.com, dudulsv@rediffmail.com
Number of paper pages: 10
Abstract: Experiments with the V. A. Medical center, Long Beach, Heart Disease database have concentrated on attempting to distinguish presence and absence of heart disease. The classifiers based on various neural networks, namely, MLP, PCA, Jordan, GFF, Modular, RBF, SOFM, SVM NNs and conventional statistical techniques such as DA and CART are optimally designed, thoroughly examined and performance measures are compared in this study. With chosen optimal parameters of MLP NN, when it is trained and tested over cross validation (unseen data sets), the average (and best respectively) classification of 98.57±2 % (and 100%), 98±2.73% overall accuracy, sensitivity 97.14±3.91, specificity 100% are achieved which shows consistent performance than other NN and statistical models. The results obtained in this work show the potentiality of the MLP NN approach for heart diseases classification.
Keywords: Heart disease; MLP neural network; Error back propagation algorithm; Performance; Classification; DSS
EXTENSION of the file: .doc
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