Papers Epilepsy Prediction

“Epilepsy Prediction” 태그가 달린 논문 6편 · 필터 해제

Early warning prediction: Onsager-Machlup vs Schrödinger

2026-01-29 · Xiaoai Xu, Yixuan Zhou, Xiang Zhou, Jingqiao Duan 외 arxiv

Predicting critical transitions in complex systems, such as epileptic seizures in the brain, represents a major challenge in scientific research. The high-dimensional characteristics and hidden critical signals further c…

Epilepsy Prediction

GRC-Net: Gram Residual Co-attention Net for epilepsy prediction

2025-12-13 · Bihao You, Jiping Cui arxiv

Prediction of epilepsy based on electroencephalogram (EEG) signals is a rapidly evolving field. Previous studies have traditionally applied 1D processing to the entire EEG signal. However, we have adopted the Gram Matrix…

Epilepsy Prediction

Meta Transfer of Self-Supervised Knowledge: Foundation Model in Action for Post-Traumatic Epilepsy Prediction

2023-12-21 · Wenhui Cui, Haleh Akrami, Ganning Zhao, Anand A. Joshi 외

Despite the impressive advancements achieved using deep-learning for functional brain activity analysis, the heterogeneity of functional patterns and scarcity of imaging data still pose challenges in tasks such as predic…

Epilepsy Prediction Meta-Learning Self-Supervised Learning Zero-Shot Learning

Time-Series Representation Learning via Temporal and Contextual Contrasting

2021-06-26 · Emadeldeen Eldele, Mohamed Ragab, Zhenghua Chen, Min Wu 외

Learning decent representations from unlabeled time-series data with temporal dynamics is a very challenging task. In this paper, we propose an unsupervised Time-Series representation learning framework via Temporal and …

Automatic Sleep Stage Classification Contrastive Learning Epilepsy Prediction Fault Detection+7

Augmenting DL with Adversarial Training for Robust Prediction of Epilepsy Seizures

2020-06-01 · Hussein, Amir; Djandji, Marc; Mahmoud, Reem; Dhaybi 외

Epilepsy is a chronic medical condition that involves abnormal brain activity causing patients to lose control of awareness or motor activity. As a result, detection of pre-ictal states, before the onset of a seizure, ca…

BIG-bench Machine Learning Data Augmentation Epilepsy Prediction

Predicting epileptic seizures using nonnegative matrix factorization

2019-06-25 · medrxiv, PLOS ONE (under review) 2019 6 · Olivera Stojanović, Gordon Pipa

This paper presents a procedure for the patient-specific prediction of epileptic seizures. To this end, a combination of nonnegative matrix factorization (NMF) and smooth basis functions with robust regression is applied…

EEG Electroencephalogram (EEG)Epilepsy Prediction Seizure prediction