Analysis of Machine Learning and Statistics Tool Box (Matlab R2016) over Novel Benchmark Cervical Cancer Database

Abstract

Uterine Cervix Cancer is one of the leading Cancer names effecting the female population worldwide [1] [2]. Incidence of Cervical Cancer can be reduced by 80% through a routine Pap smear test. Pap smear test requires skilled cytologists and is always prone to inaccurate and inconsistent diagnosis due to manual error. Automated systems for easy recognition and proper staging of the cancerous cells can assists the medical professionals in correct diagnosis and planning of the proper treatment modality [3]. In this research 23 well-known machine learning algorithms available in MatlabR2016 are extensively analyzed for their classification potential of Pap smear cases. To Train and Test the algorithms a huge database is created containing 8091 cervical cell images pertaining to 200 clinical cases collected from three medical institutes of northern India. The raw cases of cervical cancer in form of Pap smear slides were photographed under a multi-headed digital microscope. After profiling the cells were vigilantly assigned classes by multiple cytotechnicians and histopathologists [4]. Cervical cases have seven classes of diagnosis [4].Quadratic SVM performed best among the 23 algorithms applied. Abid Sarwar"Analysis of Machine Learning and Statistics Tool Box (Matlab R2016) over Novel Benchmark Cervical Cancer Database" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-2 | Issue-1 , December 2017, URL: http://www.ijtsrd.com/papers/ijtsrd7048.pdf http://www.ijtsrd.com/computer-science/other/7048/analysis-of-machine-learning-and-statistics-tool-box--matlab-r2016-over-novel-benchmark-cervical-cancer-database/abid-sarwar

Authors and Affiliations

Keywords

Related Articles

Role of Ethics in Modern Business Paradigm

Modern business has witnessed a number of changes. These changes are both negative as well as positive. As ethics in business relates to is the code of conduct, principles, practices and philosophies, it will guide the d...

Study of Role of RTI ACT to prevent Corruption and Capacity building for delivery of government services: Socio-economic impact

Right to Information Act 2005 - Equated the Common Citizen with the elected Representative of Public with respect to obtaining information, of course, with some exemptions. This act was based on the rights of the common...

Productivity as an Indicator of Proper use of Human Resource Management of Presbyterian Secondary Schools in Cameroon

The study sought to access the degree level of training and development of workers of Presbyterian secondary schools in the North West, South West and Littoral regions of Cameroon as one of the factors that influence eff...

Inflation Rate, Foreign Direct Investment, Interest Rate, and Economic Growth in Sub Sahara Africa Evidence from Emerging Nations

The article aimed to investigate the relationship between inflation rate, foreign direct investment, interest rate, and economic growth of ten 10 emerging Sub Sahara African countries for the period 1998 to 2018. The ran...

Analyzing the Works about Causes and Factors of Infertility

Infertility is the inability to become pregnant after one year of intercourse without contraception involving a male and female partner. The frequency of the female factor is 62-75 , and that of the male factor is 28-45...

Download PDF file
  • EP ID EP358725
  • DOI -
  • Views 98
  • Downloads 0

How To Cite

(2017). Analysis of Machine Learning and Statistics Tool Box (Matlab R2016) over Novel Benchmark Cervical Cancer Database. International Journal of Trend in Scientific Research and Development, 2(1), -. https://europub.co.uk/articles/-A-358725