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دسته بندی:
داده های بزرگ - big data
سال انتشار:
2018
عنوان انگلیسی مقاله:
Providing Healthcare-as-a-Service Using Fuzzy Rule-Based Big Data Analytics in Cloud Computing
ترجمه فارسی عنوان مقاله:
ارائه خدمات بهداشتی به عنوان یک سرویس با استفاده از تحلیل داده های زرگ مبتنی بر قانون فازی در محاسبات ابری
منبع:
IEEE - Citation information: DOI 10:1109/JBHI:2018:2799198, IEEE Journal of Biomedical and Health Informatics
نویسنده:
Anish Jindal,Amit Dua، Neeraj Kumar, Ashok Kumar Das, A. V. Vasilakos, Joel J.P.C. Rodrigues,
چکیده انگلیسی:
With advancements in information and communication technology (ICT), there is steep increase in the remote
healthcare applications in which patients get treatment from the
remote places also. The data collected about the patients in remote
healthcare applications constitutes to big data because it varies
with respect to volume, velocity, variety, veracity, and value. To
process such a large collection of heterogeneous data is one of the
biggest challenges that needs a specialized approach. To address
this challenge, a new fuzzy rule-based classifier is presented in
this paper with an aim to provide Healthcare-as-a-Service (HaaS)1.
The proposed scheme is based upon the initial cluster formation,
retrieval, and processing of the big data in the cloud environment.
Then, a fuzzy rule-based classifier is designed for efficient decision
making about the data classification in the proposed scheme. To
perform inferencing from the collected data, membership functions
are designed for fuzzification and defuzzification processes. The
proposed scheme is evaluated on various evaluation metrics such
as-average response time, accuracy, computation cost, classification
time, and false positive ratio. The results obtained confirm the
effectiveness of the proposed scheme with respect to various
performance evaluation metrics in cloud computing environment.
Index Terms: Big data analytics, Cloud computing environment,Fuzzy rule-based classifier, Healthcare applications
قیمت: رایگان
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