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CEP4HFP: Complex Event Processing for Heart Failure Prediction

delete2017-12-01
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PRE
AI
A
Afef Mdhaffar *
I
Ismael Bouassida Rodriguez
K
Khalil Charfi
L
Leïla Abid
B
Bernd Freisleben
DOI:10.1109/TNB.2017.2769671delete
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摘要

摘要

En 中文
This paper presents a novel health analysis approach for heart failure prediction. It is based on the use of complex event processing (CEP) technology, combined with statistical approaches. A CEP engine processes incoming health data by executing threshold-based analysis rules. Instead of having to manually set up thresholds, our novel statistical algorithm automatically computes and updates thresholds according to recorded historical data. Experimental results demonstrate the merits of our approach in terms of speed, precision, and recall.
Keyword:
Complex event processing
heart failure prediction
cardiovascular disease
threshold customization
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期刊

IEEE Transactions on Nanobioscience 封面图
IEEE Transactions on Nanobioscience
IF:
4.4
论文数:
1.4K
被引数:
2.5K

机构

U
universite de sfax
学者数:
8.9K
论文数: 7.7K
被引数: 5
F
faculty of sciences sfax
学者数:
1.6K
论文数: 1.5K
被引数: 1
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引用论文

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