2018 · 232 citations · 20 references
ComputingData ScienceHealth InformaticsClinical Decision SupportMachine LearningPredictive AnalyticsDisease ForecastingHealthcare AnalyticsMachine Learning For Big DataPredictive Health ModelingPredictive ModelingRisk PredictionMachine Learning For DiagnosisMachine Learning For HealthcareMachine Learning Prediction Models
Machine learning techniques enable predictive analytics over big data, and in healthcare they can help practitioners make timely, data‑informed decisions about patient health and treatment. The study aims to help doctors and practitioners predict diabetes early by applying six machine learning algorithms to healthcare data. The authors applied six machine learning algorithms to a patient medical record dataset and compared their performance and accuracy. The comparison identifies the algorithm best suited for predicting diabetes.
There are several machine learning techniques that are used to perform predictive analytics over big data in various fields. Predictive analytics in healthcare is a challenging task but ultimately can help practitioners make big data-informed timely decisions about patient's health and treatment. This paper discusses the predictive analytics in healthcare, six different machine learning algorithms are used in this research work. For experiment purpose, a dataset of patient's medical record is obtained and six different machine learning algorithms are applied on the dataset. Performance and accuracy of the applied algorithms is discussed and compared. Comparison of the different machine learning techniques used in this study reveals which algorithm is best suited for prediction of diabetes. This paper aims to help doctors and practitioners in early prediction of diabetes using machine learning techniques.
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Disease Prediction by Machine Learning Over Big Data From Healthcare Communities
Min Chen, Yixue Hao, Kai Hwang et al. · IEEE Access · 2017 · 1.3K citations · Full text
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Using the ADAP Learning Algorithm to Forecast the Onset of Diabetes Mellitus
Jack W. Smith, James E. Everhart, Will Dickson et al. · PubMed Central · 1988 · 748 citations · Full text
The role of big data analytics in Internet of Things
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