Gated recurrent unit-based heart sound analysis for heart failure screening
نویسندگان
چکیده
منابع مشابه
Emerging Drug Therapies for Heart Failure
Heart failure is associated with high morbidity and mortality and is proving to be an economic burden in developing countries. A number of therapeutic agents are presently employed in heart failure; but they are not sufficient to control symptoms of heart failure. Moreover, the prevalence of chronic heart failure is progressively increasing and thus there is a continuing need to develop effecti...
متن کاملThe third heart sound for diagnosis of acute heart failure.
Dyspnea is a common presenting complaint in the emergency department (ED). Rapid identification of heart failure as the etiology leads to early implementation of targeted therapies. Although having only intermediate sensitivity, the S3 is a highly specific finding among older adults with heart failure. Identification of an S3 by routine auscultation can be problematic given the chaotic and nois...
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Recent studies have shown various kinds of recurrent neural networks (RNNs) are becoming powerful sequence models in speech related applications. Our previous work in detecting questions of Mandarin speech presents that gated recurrent unit (GRU) based RNN can achieve significantly better results. In this paper, we try to open the black box to find the correlations between inner architecture of...
متن کامل[Specialized care program for end-stage heart failure patients. Initial experience in a heart failure unit].
INTRODUCTION AND OBJECTIVES End-stage heart failure is associated with very high morbidity and mortality. Palliative care has been little studied in affected patients. PATIENTS AND METHOD Between January 1998 and December 2004, 61 patients with end-stage heart failure participated in a specialized advanced heart failure care program. The program included patient education on advanced heart fa...
متن کاملHeart Sound Analysis for Diagnosing Cardiovascylar Disorder
Assisting physicians in the auscultation of the patients by providing less costly, automatic and accurate signal processing module for the heart event detection and recognition is of great importance. This paper presents a complete heart sound analysis system covering from the segmentation of beat cycles to the final determination of heart conditions. A basic task for the diseases diagnosis fro...
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ژورنال
عنوان ژورنال: BioMedical Engineering OnLine
سال: 2020
ISSN: 1475-925X
DOI: 10.1186/s12938-020-0747-x