Explainable AI approaches in deep learning: Advancements, applications and challenges

MT Hosain, JR Jim, MF Mridha, MM Kabir - Computers and Electrical …, 2024 - Elsevier
Abstract Explainable Artificial Intelligence refers to developing artificial intelligence models
and systems that can provide clear, understandable, and transparent explanations for their …

A systematic review on automatic identification of insomnia

M Ingle, M Sharma, K Kumar, P Kumar… - Physiological …, 2024 - iopscience.iop.org
Background: Insomnia is a prevalent sleep disorder characterized by difficulties in initiating
sleep or experiencing non-restorative sleep. It is a multifaceted condition that impacts both …

INSOMNet: Automated insomnia detection using scalogram and deep neural networks with ECG signals

K Kumar, K Gupta, M Sharma, V Bajaj… - Medical Engineering & …, 2023 - Elsevier
Sleep is a natural state of rest for the body and mind. It is essential for a human's physical
and mental health because it helps the body restore itself. Insomnia is a sleep disorder that …

Automated insomnia detection using wavelet scattering network technique with single-channel EEG signals

M Sharma, D Anand, S Verma, UR Acharya - Engineering Applications of …, 2023 - Elsevier
Sleep is crucial for both the physical and mental well-being of human life. As the sleep
pattern varies in every individual, it is essential to develop a methodology that enables us to …

Automated explainable wavelet-based sleep scoring system for a population suspected with insomnia, apnea and periodic leg movement

M Ingle, M Sharma, S Verma, N Sharma… - Medical Engineering & …, 2024 - Elsevier
Sleep is an integral and vital component of human life, contributing significantly to overall
health and well-being, but a considerable number of people worldwide experience sleep …

[HTML][HTML] A Comprehensive Review of Explainable AI for Disease Diagnosis

AA Biswas - Array, 2024 - Elsevier
Nowadays, artificial intelligence (AI) has been utilized in several domains of the healthcare
sector. Despite its effectiveness in healthcare settings, its massive adoption remains limited …

Automated accurate insomnia detection system using wavelet scattering method using ECG signals

N Sharma, M Sharma, H Telangore, UR Acharya - Applied Intelligence, 2024 - Springer
Polysomnograms (PSGs), commonly conducted in sleep laboratories, serve as the gold
standard for sleep analysis. Among the vital PSG components, the electroencephalogram …