Volume : VII, Issue : I, January - 2018

Breast Cancer Classification using Big Data Approach

Dr. Savita Kumari Sheoran

Abstract :

 

Cancer has been identified as most dreadful disease worldwide. According to available statistical estimates 8.8 million people died every year due to cancer worldwide despite of costing US$ 1.16 trillions of money on treatment. In India alone around 2.5 million people are living with cancer and every year 0.7 million new cases are added. There are various types of cancers, many of which are gender susceptible as well as survival rate depends upon type of cancer. The east cancer is a specific type of cancer in women only, which cause highest death among the women. In India 27% of women diagnosed with cancer are suffering with east cancer, 50% of whom could not be survived despite of huge economic expenses.  The east cancer is curable but its survival rates are considerable if diagnosed and prevented early. For diagnosis, prevention and prediction of east cancer it is significant that the available patient data be analysed properly to extract the proper cause. Also, Machine Learning approaches like Support Vector Machine (SVM) and Relevance Vector Machine (RVM) have been identified as best way to classify the Breast Cancer dataset. The clinical data set of cancer comprises of huge amount of data ranging from peta byte to exa byte which could not effectively be handled with ordinary data base management techniques. The Big Data is term recently coined to manage such enormous size data. However, only a few researches have been done worldwide to explore the east cancer dataset through Big Data approach but they guided the meaning insight to cure this disease. This research paper investigates the Wisconsin Breast Cancer Data through Big Data approach using Hyid SVM–RVM Model as classifier. The results show that this Hyid SVM–RVM Model outperforms the naïve SVM and RVM. 

Article: Download PDF    DOI : https://www.doi.org/10.36106/paripex  

Cite This Article:

Dr. Savita Kumari Sheoran, Breast Cancer Classification using Big Data Approach, PARIPEX‾INDIAN JOURNAL OF RESEARCH : Volume-7 | Issue-1 | January-2018


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