Analyzing Healthcare Big Data With Prediction for Future Health Condition Article Swipe

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Prasan Kumar Sahoo , Suvendu Kumar Mohapatra , Shih‐Lin Wu ·

YOU? · · 2016 · Open Access · · DOI: https://doi.org/10.1109/access.2016.2647619

In healthcare management, a large volume of multi-structured patient data is generated from the clinical reports, doctor's notes, and wearable body sensors. The analysis of healthcare parameters and the prediction of the subsequent future health conditions are still in the informative stage. A cloud-enabled big data analytic platform is the best way to analyze the structured and unstructured data generated from healthcare management systems. In this paper, a probabilistic data collection mechanism is designed and the correlation analysis of those collected data is performed. Finally, a stochastic prediction model is designed to foresee the future health condition of the most correlated patients based on their current health status. Performance evaluation of the proposed protocols is realized through extensive simulations in the cloud environment, which gives about 98% accuracy of prediction, and maintains 90% of CPU and bandwidth utilization to reduce the analysis time.

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Artificial Intelligence

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Computer science Cloud computing Big data Wearable computer Health care Probabilistic logic Data collection Data mining Data science Bandwidth (computing) Artificial intelligence Statistics Embedded system Mathematics Operating system Computer network Economic growth Economics

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Type: article
Language: en
Landing Page: https://doi.org/10.1109/access.2016.2647619
PDF: https://ieeexplore.ieee.org/ielx7/6287639/7419931/07805199.pdf
OA Status: gold
Cited By: 154
References: 40
Related Works: 10
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DOI: https://doi.org/10.1109/access.2016.2647619

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Title: Analyzing Healthcare Big Data With Prediction for Future Health Condition

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Type: article

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Language: en

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Publication year: 2016

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Publication date: 2016-01-01

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Authors: Prasan Kumar Sahoo, Suvendu Kumar Mohapatra, Shih‐Lin Wu

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Landing page: https://doi.org/10.1109/access.2016.2647619

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Concepts: Computer science, Cloud computing, Big data, Wearable computer, Health care, Probabilistic logic, Data collection, Data mining, Data science, Bandwidth (computing), Artificial intelligence, Statistics, Embedded system, Mathematics, Operating system, Computer network, Economic growth, Economics

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Cited by: 154

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publication_date	2016-01-01
publication_year	2016
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