To read this content please select one of the options below:

Intelligent Establishment of Correlation of TTH and Diabetes Mellitus on Subject’s Physical Characteristics: MMBD* and ML Perspective in Healthcare

Big Data Analytics and Intelligence: A Perspective for Health Care

ISBN: 978-1-83909-100-1, eISBN: 978-1-83909-099-8

Publication date: 30 September 2020

Abstract

Diabetes is a chronic disease and the major types of diabetes are type 1 and type 2. On aging, people with diabetes tend to have long-term problems in hypertension, coronary artery disease, obesity, and nerves. Given the increasing number of complications in recent years, by 2040, 624 million people will have diabetes worldwide and l in 8 adults will have diabetes in the future. Machine learning (ML) is evolving rapidly, many aspects of medical learning use ML. In this study, tension-type headaches (TTH) were associated with diabetes using SPSS, Pearson correlation, and ANOVA tests. Data were collected from Delhi NCR Hospital. It contains 30 diabetic subjects. The purpose of this study was to correlate diabetes analysis from TTH and other diseases using the latest technologies to analyze the Internet of Things and Big Data and Stress Correlation (TTH) on human health. The authors used Pearson correlation to correlate study variables and see if there was any effect between them. There was an important relationship between the percent variable, the total number of individuals, the number of individuals, and the minimum variable. The age (field) of the number of individuals to one of the total number of individuals showed a strong correlation (1.000) with a significant value of p (1.000). Overall, cases of TTH increased with age in men and do not follow the pattern of change in diabetes with age, but in cases of TTH, patterns of headaches such as diabetes increase to age 60 and then tend to decrease.

Keywords

Acknowledgements

Acknowledgment

We would like to thank seniors of ABES Engineering College, Ghaziabad, Dayalbagh Educational Institute, Agra, and experts from Tata Consultancy Services for their extraordinary support in this research process. The Infrastructure and research samples by different labs have been collected. We pay our sincere thanks to all direct and indirect supporters.

Citation

Singhal, P. and Rastogi, R. (2020), "Intelligent Establishment of Correlation of TTH and Diabetes Mellitus on Subject’s Physical Characteristics: MMBD* and ML Perspective in Healthcare", Tanwar, P., Jain, V., Liu, C.-M. and Goyal, V. (Ed.) Big Data Analytics and Intelligence: A Perspective for Health Care, Emerald Publishing Limited, Leeds, pp. 203-222. https://doi.org/10.1108/978-1-83909-099-820201015

Publisher

:

Emerald Publishing Limited