International Journal of Engineering Research in Computer Science and Engineering (IJERCSE)

Monthly Journal for Science , Computer Science and Engineering

Volume4,December 2017,

Topic : Application of Classification Algorithms for Disease Diagnosis Using Big Data Analytics

Authors:Shobana.V || Dr.K.Nandhini

Abstract:A numerous amount of data is generated in the healthcare sector and mining of those data yields good results. It will also be helpful in diagnosing a particular disorder or a disease and also helps in predicting the future of the disease occurrence. Various classification algorithms in data mining have been used in research to predict a particular disease. Classification is used to find out in which group each data instance is related within a given datas et. It classifies the data into different classes based on some conditions There are many classification algorithms which includes C4.5, ID3, k-nearest neighbor, Naive Bayes, SVM, and ANN etc., which are used for classification. There are three forms of classification approaches, namely Statistics, Machine Learning and Neural Network for classification. The main objective of this study is to provide a compact source of reference for the researchers who want to use decision tree which is an important tool of data mining technology in their area of work. With this aim in mind, we compared widely used decision tree algorithms to classify types of disease and compared their performances according to six performance metrics (ACC(%), MAE, PRE, REC, FME, and Kappa Statistic). We hope that this study can provide a useful overview of the current work in this field and highlight how to apply decision tree algorithms as a tool of data mining technology. While considering these approaches this paper provides an inclusive survey of different classification algorithms of decision trees and their features and limitations..

Keywords: Big data, decision trees, classification, disease, performance metrics, distributed decision trees

Download Paper


DOI: 01.1617/vol4/iss12/pid37695


Related Articles

Wormhole Attack Prevention and Detection Approaches in Mobile Ad hoc Networks: A Survey.

Authors: Avinash Singh || Ram Singar Verma

Doi : 01.1617/vol4/iss03/pid34591

Volume4 ,March 2017.

Developing a GIS Platform for Tourism marketing and promotion In Nigeria: Case Study Of Bauchi State

Authors: Abubakar Siddiq Ango || Abdulsalam Waheed Abdulfatah, Idrissa Djibo

Doi : 01.1617/vol3/iss09/pid91783

Volume3 ,September 2017.

Decentralized Trust Management and Trust Worthiness of Cloud Environments

Authors: Qhubaib Syed || Syed Afzal Ahmed,Syed Abdul Haq

Doi : 01.1617/vol4/iss4/pid21386

Volume4 ,April 2017.

Brain Controlled Chess Based on Virtual Reality Control for Paralyzed Patients

Authors: Sindhura Rao || Ashwini S,Kusuma Mohanchandra

Doi : 01.1617/vol4/iss4/pid82074

Volume4 ,April 2017.

Multilevel Authentication System

Authors: Nichita Silva Lobo || Beverly Rodrigues,Pavni Alluri,Prathibha Singh,Nicole Alvares

Doi : 01.1617/vol4/iss4/pid82135

Volume4 ,April 2017.

Stock Prediction Using Clustering And Regression Techniques

Authors: Shalini Lotlikar || Megha Ainapurkar

Doi : 01.1617/vol4/iss4/pid39708

Volume4 ,April 2017.

Brain Tumor Detection using Image Segmentation

Authors: Siddhi N. Nerurkar ||

Doi : 01.1617/vol4/iss4/pid02845

Volume4 ,April 2017.

Video Mining using Query by Example

Authors: Rosebud Valadares ||

Doi : 01.1617/vol4/iss4/pid89542

Volume4 ,April 2017.

Fuzzy Opinion Mining for Product Recommender System

Authors: Aarti Bandodker ||

Doi : 01.1617/vol4/iss4/pid03652

Volume4 ,April 2017.

Aadhaar and Server based Electoral system

Authors: Yugansh Garg || Sakshi Mishra

Doi : 01.1617/vol4/iss4/pid69053

Volume4 ,April 2017.

.

Editor-in-Chief

Editor Image


Dr. Allon Guez
Professor, Drexel University,
USA


View more


IMPACT FACTOR: 4.890

ISSN(Online):2394-2320

Google Scholar Profile

Thomson Reuters ID : q-6288-2016.
ORCiD Research ID : 0000-0001-9540-6799

All Issues


ACCEPTANCE RATIO

ACCEPTANCE RATIO: 28.69%
ARTICLES PUBLISHED:0521
PAPER RECEIVED:01730
Journal Code : IJERCSE
Electronic ISSN : 2394-2320
Impact Factor : 4.890
Frequency : monthly
Contact : info@ijercse.com


IFERP OTHER JOURNALS


Subscribe

           Email:

SOCIAL MEDIA