Big data and machine learning in health

2020 ◽  
Vol 30 (Supplement_2) ◽  
Author(s):  
D Carvalho ◽  
R Cruz

Abstract Introduction Big data is defined as the amount of data that once organized and analysed, can make a value, make decisions, make predictions and discover patterns in order to reduce costs, avoid risks and optimize services. Machine Learning (ML) is a field of artificial intelligence and is characterized as a method of machine learning, which uses algorithms that learn from data analysis, allowing computers to find patterns, draw conclusions and make predictions. These tools can be used in different areas of human knowledge, particularly in the health sector which are generated daily a huge amount of information, allowing the creation of algorithms that learn and gain understanding to assist in various clinical practices. Objectives The purpose of this paper is to analyse the benefits of Big Data and Machine Learning in providing overall health care. Methodology We conducted a review of the scientific literature published in the electronic databases PubMed/MEDLINE and Google Scholar, according to specific criteria, using keywords: Big Data”, “Machine Learning". Results In the field of oncology (skin cancer, breast, lung, leukaemia) ML and Big Data have contributed to early diagnosis of different pathologies and their evolution, as well as optimizing therapies. In ophthalmology (diabetic retinopathy and congenital cataract) has shown high efficacy in rapid diagnosis and appropriate treatment crucial to prevent the progress of the disease. The tested algorithms achieved very favourable results in cases of Parkinson’s and cardiovascular diseases. In the pharmaceutical industry these computer and digital tools have contributed to the optimization of clinical trials, genome sequencing of tumours to then identify and develop specific drugs to fight it. Conclusion Advances of MIL and Big data are notorious and development opportunities are immense and can come to revolutionize tasks such as diagnosis, treatment and health care in general.

Author(s):  
Sushruta Mishra ◽  
Hrudaya Kumar Tripathy ◽  
Brojo Kishore Mishra ◽  
Soumya Sahoo

Big data analytics is a growth area with the potential to provide useful insight in healthcare. Big Data can unify all patient related data to get a 360-degree view of the patient to analyze and predict outcomes. It can improve clinical practices, new drug development and health care financing process. It offers a lot of benefits such as early disease detection, fraud detection and better healthcare quality and efficiency. This chapter introduces the Big Data concept and characteristics, health care data and some major issues of Big Data. These issues include Big Data benefits, its applications and opportunities in medical areas and health care. Methods and technology progress about Big Data are presented in this study. Big Data challenges in medical applications and health care are also discussed. While many dimensions of big data still present issues in its use and adoption, such as managing the volume, variety, velocity, veracity, and value, the accuracy, integrity, and semantic interpretation are of greater concern in clinical application.


JAMA ◽  
2018 ◽  
Vol 319 (13) ◽  
pp. 1317 ◽  
Author(s):  
Andrew L. Beam ◽  
Isaac S. Kohane

2016 ◽  
Vol 24 (2) ◽  
pp. 125-135 ◽  
Author(s):  
Diego Gachet Páez ◽  
Manuel de Buenaga Rodríguez ◽  
Enrique Puertas Sánz ◽  
María Teresa Villalba ◽  
Rafael Muñoz Gil

The aging population and economic crisis specially in developed countries have as a consequence the reduction in funds dedicated to health care; it is then desirable to optimize the costs of public and private healthcare systems, reducing the affluence of chronic and dependent people to care centers; promoting healthy lifestyle and activities can allow people to avoid chronic diseases as for example hypertension. In this article, we describe a system for promoting an active and healthy lifestyle for people and to recommend with guidelines and valuable information about their habits. The proposed system is being developed around the Big Data paradigm using bio-signal sensors and machine-learning algorithms for recommendations.


2020 ◽  
Vol 7 (2) ◽  
pp. 129-134
Author(s):  
Takudzwa Fadziso

As with the other sectors, the health sector also has a huge amount of data that should be utilized for handling the different diseases. One of the increasing diseases is diabetes that can be handled if it is detected at an early stage. For this purpose, the algorithms of ML can be used. We have discussed the various algorithms of ML and the attributes that can be used to train these algorithms for detecting diabetes.


2018 ◽  
Vol 3 (1) ◽  
pp. 60-70
Author(s):  
Pipin Sumantrie

Health is a very valuable capital, awareness of the value of this increasing adult health, where a lot of people willing to spend a huge amount of money to gain health.One of getting health care is to execute the exercise, the type of sports that are easily and safely recommended to all people, that sports a relaxing stroll.Because to do this kind of exercise does not require special skills and talents, as well as the usual done by everyone, both kids up to parent Methods: this research is a descriptive approach using correlation through measurement /hubungan Association (measures of association).As for the sample in this research is the Theological students Surya Nusantara Pematangsiantar with engineering Acidential the sample amounted to 20 people. Results: from the research found that the physical for the respondents who "walk" with a value of significan sistol 0.03, 0.01, 0.00 pulse diastol.And "rarely relaxed way" with a value of significan sistol 0.05, 0.03, 0.02 pulse diastol.And the resulting percentage to mental "rarely" with a value of percentage of 61.5%, and on the respondents who "often" with a value of percentage of 96.4%, thus found the presence of sports influence stroll against the physical and mental health. Conclusion: health is one of the main factors that affect the fitness of body and appearance, as well as the most valuable treasure that never exchanged by anything, then it is recommended to people to set aside time to do the motion body by doing sports a relaxing stroll.Because in a healthy body there is a healthy soul.


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