Healthcare Driven by Big Data Analytics

Abstract

Text messages and social network posts are often included in big data and are frequently invaluable sources of health data. When machine learning or data mining is used, it is important to perform an automatic process for integrating all available and related health data. Artificial Neural Network (ANN) is one of the machine learning methods flexible in using algorithms to detect complicated nonlinear relationships within huge datasets. Pharmacokinetics uses genetics to individualize drug therapy. Because genetic and pharmacological analysis often require large scale computation, Big Data analytics has shown potential in this area. Personal data from various sensors can often be used for making health and treatment recommendations, taking appropriate action for a patient's lifestyle choices and early diagnosis vital to advancing quality of care. Big data techniques such as hadoop and spark have been used in various areas of healthcare and big data analytics has been employed in great datasets to expose hidden patterns or correlations for effective decision-making. Challenges of big data in healthcare, concerned with gathering material from multifaceted heterogonous patient sources still exist, although hadoop has been employed as the processing unit for heterogeneous data gathered from various body sensors. The most critical necessity in a healthcare big data system is the data security; however, users are continuously applying big data-driven strategies to solve the various problems and challenges.

Some Aspects of the Human Body’s Hydraulics

“…All processes of a human body are and are finely controlled by various hormones produced by the glands (Abdul-Razzak et al, 2012;Ahmed et al, 2011;Ajith et al, 2009;Alexander and Wang, 2018;Babaev et al, 2010;Buzea et al, 2015;Badziag et al, 1990;Barnard et al, 2003;Barnard and Sternberg, 2007;Beaupre and Hayes, 1985;Bonfield et al, 1981). In this sense, it is important to know the pathophysiology of different human processes.…”

Healthy lungs maintain a young and energetic body

“…The channel system decreases in diameter after each branch -from the trachea and the large bronchi to the bronchiole with a diameter of less than one millimeter (Aversa et al, 2018a(Aversa et al, b, 2017a(Aversa et al, -b, 2016aAljohani & Desai, 2018;Alexander & Wang, 2018;Apicella et al, 2018 a-c;Marquetti & Desai, 2018;Armah, 2018;Wilk et al, 2017;Babaev et al, 2010;Petrescu et al, 2015;Petrescu, 2008Petrescu, -2009Abdul-Razzak et al, 2012;Ajith et al, 2009;Atasayar et al, 2009;Ahmed et al, 2011;Covic et al, 2007;Willis, 1953Willis, -1954Willis, , 1957Ha, 2010;El-Gendy, 2009;Enstrom, 2014;Hansen, 2014;Rath, 1990Rath, , 2003Yilmaz, 2006;Ravnskov, 2009;Kunutsor, 2016;Hickey, 2007;Choudhury & Greene, 2018;Choudhury, 2018).…”

Some aspects related to the human body plant

“…http: //www.ijmp.jor.br v. 11, n. 1, January-February 2020ISSN: 2236 It primarily filters the blood that comes from the organs of the digestive tract, which is the main entry point of toxins in the body, but in fact the liver fills all the blood in the body, retaining and metabolizing substances harmful to the body (AVERSA et al, 2018a;AVERSA et al, 2018b;AVERSA et al, 2017a;AVERSA et al, 2017b;AVERSA et al, 2016a;AVERSA et al, 2016b;AVERSA et al, 2016c;AVERSA et al, 2016d;AVERSA et al, 2016e;AVERSA et al, 2016f;AVERSA et al, 2016g;AVERSA et al, 2016h;AVERSA et al, 2016i;AVERSA et al, 2016j;AVERSA et al, 2016k;AVERSA et al, 2016l;AVERSA et al, 2016m;AVERSA et al, 2016n;ALJOHANI;ALEXANDER;WANG, 2018;APICELLA et al, 2018 a-c;MARQUETTI;ARMAH, 2018;WILK et al, 2017;BABAEV et al,…”