Deep learning for time series anomaly detection: A survey

Z Zamanzadeh Darban, GI Webb, S Pan… - ACM Computing …, 2024‏ - dl.acm.org
Time series anomaly detection is important for a wide range of research fields and
applications, including financial markets, economics, earth sciences, manufacturing, and …

Machine-learning-based disease diagnosis: A comprehensive review

MM Ahsan, SA Luna, Z Siddique - Healthcare, 2022‏ - mdpi.com
Globally, there is a substantial unmet need to diagnose various diseases effectively. The
complexity of the different disease mechanisms and underlying symptoms of the patient …

Heart sound classification based on improved MFCC features and convolutional recurrent neural networks

M Deng, T Meng, J Cao, S Wang, J Zhang, H Fan - Neural Networks, 2020‏ - Elsevier
Heart sound classification plays a vital role in the early detection of cardiovascular disorders,
especially for small primary health care clinics. Despite that much progress has been made …

Deep learning for cardiovascular medicine: a practical primer

C Krittanawong, KW Johnson… - European heart …, 2019‏ - academic.oup.com
Deep learning (DL) is a branch of machine learning (ML) showing increasing promise in
medicine, to assist in data classification, novel disease phenoty** and complex decision …

Designing ECG monitoring healthcare system with federated transfer learning and explainable AI

A Raza, KP Tran, L Koehl, S Li - Knowledge-Based Systems, 2022‏ - Elsevier
Deep learning plays a vital role in classifying different arrhythmias using
electrocardiography (ECG) data. Nevertheless, training deep learning models normally …

Principles and perspectives in medical diagnostic systems employing artificial intelligence (AI) algorithms

M Tariq, Y Hayat, A Hussain, A Tariq… - … Research Journal of …, 2024‏ - irjems.org
The process of identifying a health problem, illness, disorder, or other condition is known as
disease diagnosis. Diagnosing certain diseases may be quite simple at times, but there may …

Machine learning-based coronary artery disease diagnosis: A comprehensive review

R Alizadehsani, M Abdar, M Roshanzamir… - Computers in biology …, 2019‏ - Elsevier
Coronary artery disease (CAD) is the most common cardiovascular disease (CVD) and often
leads to a heart attack. It annually causes millions of deaths and billions of dollars in …

Medical diagnostic systems using artificial intelligence (ai) algorithms: Principles and perspectives

S Kaur, J Singla, L Nkenyereye, S Jha, D Prashar… - IEEE …, 2020‏ - ieeexplore.ieee.org
Disease diagnosis is the identification of an health issue, disease, disorder, or other
condition that a person may have. Disease diagnoses could be sometimes very easy tasks …

Classification of heart sound signals using a novel deep WaveNet model

SL Oh, V Jahmunah, CP Ooi, RS Tan… - Computer methods and …, 2020‏ - Elsevier
Background and objectives The high mortality rate and increasing prevalence of heart valve
diseases globally warrant the need for rapid and accurate diagnosis of such diseases …

Deep learning in cardiology

P Bizopoulos, D Koutsouris - IEEE reviews in biomedical …, 2018‏ - ieeexplore.ieee.org
The medical field is creating large amount of data that physicians are unable to decipher
and use efficiently. Moreover, rule-based expert systems are inefficient in solving …