International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Open Access | Fully Refereed | Peer Reviewed

ISSN: 2319-7064




Downloads: 148

Research Paper | Electronics & Communication Engineering | India | Volume 6 Issue 5, May 2017


Intelligent Prediction of Heart Disease Diagnosis Using ANFIS Classification Model

Shraddha. R. Warhade, U. W. Hore


Abstract: Cardiovascular diseases are being to become the main cause of death in most countries of the world. The considerable growing of cardiovascular disease and its effects and complications as well as the high costs on society makes medical community seek for solutions to prevention, early identification and effective treatment with lower costs. Thus, valuable knowledge can be established by using artificial intelligence, The discovered knowledge makes improve the quality of service. Heart disease is a term that assigns to a large number of medical conditions related to heart. These medical conditions describe the abnormal health conditions that directly influence the heart and all its parts. Heart disease is a major health problem in todays time. Diagnosis of heart disease by using machine learning methods is one of the challenges in the health field. Technically, the ANFIS performs a vital role for prediction of diseases in medical industry. ANFIS is a fuzzy inference system (FIS) implemented in the framework of an adaptive fuzzy neural network. It combines the explicit knowledge representation of an FIS with the learning power of artificial neural networks. The objective of ANFIS is to integrate the best features of fuzzy systems and neural networks. This paper will be provided on a particular dataset using classification and feature selection approach. In this we will use feature ranking on effective factors of disease related to Cleveland clinic database and by using Novel Feature Selection Method as well as ANFIS, 13 effective factors reduced to 5 optimized features in terms of accuracy. The assessment of selected features of classified methods also showed that NFS method along with ANFIS has the best accurate criteria of the rate of 97.61 % on these features.


Keywords: Heart Disease Diagnosis, Novel Feature Selection Method, Adaptive Neuro Fuzzy Inference System ANFIS, Classification, Feature Selection


Edition: Volume 6 Issue 5, May 2017,


Pages: 1643 - 1647


How to Cite this Article?

Shraddha. R. Warhade, U. W. Hore, "Intelligent Prediction of Heart Disease Diagnosis Using ANFIS Classification Model", International Journal of Science and Research (IJSR), https://www.ijsr.net/get_abstract.php?paper_id=ART20173666, Volume 6 Issue 5, May 2017, 1643 - 1647

How to Share this Article?

Enter Your Email Address


Similar Articles with Keyword 'Classification'

Downloads: 1 | Monthly Hits: ⮙1

Research Paper, Electronics & Communication Engineering, Egypt, Volume 10 Issue 12, December 2021

Pages: 1281 - 1287

Feature Level Fusion of Palmprint and Iris Images for Person Identification

May Essam, Fayez Wanis Zaki, Mervat El-Seddek

Share this Article

Downloads: 6 | Weekly Hits: ⮙2 | Monthly Hits: ⮙6

Masters Thesis, Electronics & Communication Engineering, India, Volume 11 Issue 1, January 2022

Pages: 51 - 62

An Automated Detection and Segmentation of Tumor in Brain MRI using Machine Learning Technique

Priyanka Bharti

Share this Article

Similar Articles with Keyword 'Feature Selection'

Downloads: 119

Review Papers, Electronics & Communication Engineering, China, Volume 5 Issue 2, February 2016

Pages: 1643 - 1647

Feature Selection Criterion for Gravity Matching Navigation

Abubakar Usman Sambo, Li Shi Xin

Share this Article

Downloads: 129

Research Paper, Electronics & Communication Engineering, India, Volume 7 Issue 12, December 2018

Pages: 1083 - 1090

Modified PSO Based Facial Emotion Recognition System

Sarath Lal T S, Anoop K Johnson

Share this Article

Similar Articles with Keyword 'Heart'

Downloads: 6

Review Papers, Electronics & Communication Engineering, India, Volume 10 Issue 5, May 2021

Pages: 195 - 198

Review - COVID-19 Detection System Using Image Processing and Biomedical

Prajkta D. Gawande, Dr. G. D. Dalvi

Share this Article

Downloads: 6

Research Paper, Electronics & Communication Engineering, India, Volume 10 Issue 5, May 2021

Pages: 455 - 458

COVID-19 Detection System Using Image Processing and Biomedical

Prajkta D. Gawande, Dr. G.D. Dalvi

Share this Article

Similar Articles with Keyword 'Disease'

Downloads: 77

Research Paper, Electronics & Communication Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1156 - 1161

Eye Controlled Wheelchair Using Image Processing Techniques

Prateek Bansal, Ritvik Singhal, Vijay Khare

Share this Article

Downloads: 104

Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 4, April 2016

Pages: 2158 - 2162

A Virtual Instructor System for Supervising the Physical Exercises of Patients with Arthritis

Pranav Badhe, Sachin Gawate

Share this Article

Similar Articles with Keyword 'Diagnosis'

Downloads: 146

Comparative Studies, Electronics & Communication Engineering, India, Volume 9 Issue 6, June 2020

Pages: 750 - 753

A Comparative Study on the Diagnosis of Skin Cancer using different Models in Deep Learning

Surya S Kumar, Dhanesh M S

Share this Article

Downloads: 93

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 2, February 2015

Pages: 1335 - 1340

Robust Segmentation and Classification of Histopathological Image

Jincy Wilson, Vipin V. R.

Share this Article

Similar Articles with Keyword 'Novel'

Downloads: 1

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1842 - 1847

A Novel Mac Based Congestion Control System for VANET with Adaptive Routing

Mahanthgouda, Sridhara. K

Share this Article

Downloads: 1

Research Paper, Electronics & Communication Engineering, India, Volume 10 Issue 11, November 2021

Pages: 931 - 933

Design and Development of Integrated Patch Microstrip Antenna for Wideband Operation

Premavani, C. Kalpana, S. N. Mulgi

Share this Article

Similar Articles with Keyword 'Feature'

Downloads: 138

Research Paper, Electronics & Communication Engineering, India, Volume 2 Issue 5, May 2013

Pages: 229 - 233

Study of R2R 4-Bit and 8-Bit DAC circuit using Multisim Technology

Raghavendra. R, S.A Hariprasad, M.Uttara Kumari

Share this Article

Downloads: 1

Review Papers, Electronics & Communication Engineering, India, Volume 10 Issue 4, April 2021

Pages: 1349 - 1355

Review on CNN based Sign Language Recognition Methods

Akash Vijayan, Sajeena .A

Share this Article

Similar Articles with Keyword 'Selection'

Downloads: 153

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 4 Issue 3, March 2015

Pages: 130 - 134

Segmentation of Touching Characters in Indian Scripts

B. Hari Kumar, N. Sateesh

Share this Article

Downloads: 102

Research Paper, Electronics & Communication Engineering, India, Volume 4 Issue 6, June 2015

Pages: 2409 - 2412

Wireless Mesh Network Deployment through Gateway Selection in Disaster Area

Supriya Nasre, P. Malathi

Share this Article

Similar Articles with Keyword 'Method'

Downloads: 127

Research Paper, Electronics & Communication Engineering, India, Volume 7 Issue 6, June 2018

Pages: 1662 - 1664

Enhancement of Gray Level Image by Fuzzy and Filter Technique

Monalisa Pandey, Pankaj Sharma

Share this Article

Downloads: 1

Review Papers, Electronics & Communication Engineering, India, Volume 10 Issue 4, April 2021

Pages: 1349 - 1355

Review on CNN based Sign Language Recognition Methods

Akash Vijayan, Sajeena .A

Share this Article

Similar Articles with Keyword 'Adaptive'

Downloads: 1

M.Tech / M.E / PhD Thesis, Electronics & Communication Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1842 - 1847

A Novel Mac Based Congestion Control System for VANET with Adaptive Routing

Mahanthgouda, Sridhara. K

Share this Article

Downloads: 1

Research Paper, Electronics & Communication Engineering, India, Volume 10 Issue 10, October 2021

Pages: 762 - 764

Smart Antennas: Technological Advancement for Wireless Communication Networks

Jyoti Jha

Share this Article

Similar Articles with Keyword 'Neuro'

Downloads: 58

Research Paper, Electronics & Communication Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1153 - 1157

Comparison of Fuzzy Logic and Neuro Fuzzy Air Purifying System

Tamsa, Amrit Kaur Bhullar

Share this Article

Downloads: 106

Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1126 - 1132

Neurofuzzy Logic Concept to Find Prakriti of a Person Using Wireless Data Acquisition System

Anshu Barsagade, Prof. S. N. Joshi, Dr. Preeti Bajaj

Share this Article

Similar Articles with Keyword 'Fuzzy'

Downloads: 127

Research Paper, Electronics & Communication Engineering, India, Volume 7 Issue 6, June 2018

Pages: 1662 - 1664

Enhancement of Gray Level Image by Fuzzy and Filter Technique

Monalisa Pandey, Pankaj Sharma

Share this Article

Downloads: 58

Research Paper, Electronics & Communication Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1153 - 1157

Comparison of Fuzzy Logic and Neuro Fuzzy Air Purifying System

Tamsa, Amrit Kaur Bhullar

Share this Article

Similar Articles with Keyword 'Inference'

Downloads: 106

Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1126 - 1132

Neurofuzzy Logic Concept to Find Prakriti of a Person Using Wireless Data Acquisition System

Anshu Barsagade, Prof. S. N. Joshi, Dr. Preeti Bajaj

Share this Article

Downloads: 122

Research Paper, Electronics & Communication Engineering, India, Volume 6 Issue 6, June 2017

Pages: 1241 - 1244

Recognition of Salient Structure by Contour Guided Visual Search

Ruchi Pawar, Dr. Yogesh Angal

Share this Article

Similar Articles with Keyword 'System'

Downloads: 190 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Informative Article, Electronics & Communication Engineering, India, Volume 4 Issue 10, October 2015

Pages: 188 - 191

Realization of Smart City Using 5G Cognitive Radio

Lalit Chettri, Syed Sazad

Share this Article

Downloads: 151 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2

Case Studies, Electronics & Communication Engineering, India, Volume 9 Issue 6, June 2020

Pages: 746 - 749

A Study on Smart Parking Assistance

Faba Sosamma Abraham

Share this Article

Similar Articles with Keyword 'ANFIS'

Downloads: 106

Research Paper, Electronics & Communication Engineering, India, Volume 5 Issue 6, June 2016

Pages: 1126 - 1132

Neurofuzzy Logic Concept to Find Prakriti of a Person Using Wireless Data Acquisition System

Anshu Barsagade, Prof. S. N. Joshi, Dr. Preeti Bajaj

Share this Article

Downloads: 109

Case Studies, Electronics & Communication Engineering, India, Volume 3 Issue 9, September 2014

Pages: 950 - 952

Prediction of Fault in Distribution Transformer Using Adaptive Neural-Fuzzy Interference System

Altamash N. Ansari, Sanjeev B. Jamge

Share this Article
Top