An Attention-Augmented VAE-BiLSTM Framework for Anomaly Detection in 12-Lead ECG Signals
Fuente:
arXiv
Guardado en:
| Autores principales: | Basora, Marc Garreta, Mulayim, Mehmet Oguz |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Parallel BiLSTM-Transformer networks for forecasting chaotic dynamics
por: Ma, Junwen, et al.
Publicado: (2025)
por: Ma, Junwen, et al.
Publicado: (2025)
Enhanced Speech Emotion Recognition with Efficient Channel Attention Guided Deep CNN-BiLSTM Framework
por: Kundu, Niloy Kumar, et al.
Publicado: (2024)
por: Kundu, Niloy Kumar, et al.
Publicado: (2024)
Evaluating the Sensitivity of BiLSTM Forecasting Models to Sequence Length and Input Noise
por: Albelali, Salma, et al.
Publicado: (2025)
por: Albelali, Salma, et al.
Publicado: (2025)
Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model for Industrial RUL Prediction with Interpretable Failure Heatmaps
por: Abdullah, Mohammed Ezzaldin Babiker
Publicado: (2026)
por: Abdullah, Mohammed Ezzaldin Babiker
Publicado: (2026)
Explore BiLSTM-CRF-Based Models for Open Relation Extraction
por: Ni, Tao, et al.
Publicado: (2021)
por: Ni, Tao, et al.
Publicado: (2021)
An Adaptive CSI Feedback Model Based on BiLSTM for Massive MIMO-OFDM Systems
por: Shen, Hongrui, et al.
Publicado: (2024)
por: Shen, Hongrui, et al.
Publicado: (2024)
CBANet: A Compact Attention-Based CNN-BiLSTM Network for Aggressive Driving Event Detection
por: Alhamdan, Hanadi, et al.
Publicado: (2026)
por: Alhamdan, Hanadi, et al.
Publicado: (2026)
Unsupervised Identification and Replay-based Detection (UIRD) for New Category Anomaly Detection in ECG Signal
por: Shi, Zhangyue, et al.
Publicado: (2025)
por: Shi, Zhangyue, et al.
Publicado: (2025)
Translation from Wearable PPG to 12-Lead ECG
por: Ji, Hui, et al.
Publicado: (2025)
por: Ji, Hui, et al.
Publicado: (2025)
AnyECG-Lab: An Exploration Study of Fine-tuning an ECG Foundation Model to Estimate Laboratory Values from Single-Lead ECG Signals
por: Xiao, Yujie, et al.
Publicado: (2025)
por: Xiao, Yujie, et al.
Publicado: (2025)
CLSP-REQA: A Real-Time Quality-Aware Closed-Loop Seizure Prediction Framework with Mamba-BiLSTM and Confidence-Gated Intervention
por: Chen, Mufeng, et al.
Publicado: (2026)
por: Chen, Mufeng, et al.
Publicado: (2026)
BiLSTM and Attention-Based Modulation Classification of Realistic Wireless Signals
por: Udaiwal, Rohit, et al.
Publicado: (2024)
por: Udaiwal, Rohit, et al.
Publicado: (2024)
Exploring the impact of Optimised Hyperparameters on Bi-LSTM-based Contextual Anomaly Detector
por: Toor, Aafan Ahmad, et al.
Publicado: (2025)
por: Toor, Aafan Ahmad, et al.
Publicado: (2025)
xLSTM-ECG: Multi-label ECG Classification via Feature Fusion with xLSTM
por: Kang, Lei, et al.
Publicado: (2025)
por: Kang, Lei, et al.
Publicado: (2025)
A Hybrid Machine Learning Model for Classifying Gene Mutations in Cancer using LSTM, BiLSTM, CNN, GRU, and GloVe
por: Aburass, Sanad, et al.
Publicado: (2023)
por: Aburass, Sanad, et al.
Publicado: (2023)
BiLSTM-VHP: BiLSTM-Powered Network for Viral Host Prediction
por: Efat, Azher Ahmed, et al.
Publicado: (2025)
por: Efat, Azher Ahmed, et al.
Publicado: (2025)
Multi-Channel Masked Autoencoder and Comprehensive Evaluations for Reconstructing 12-Lead ECG from Arbitrary Single-Lead ECG
por: Chen, Jiarong, et al.
Publicado: (2024)
por: Chen, Jiarong, et al.
Publicado: (2024)
CoRe-ECG: Advancing Self-Supervised Representation Learning for 12-Lead ECG via Contrastive and Reconstructive Synergy
por: Qin, Zehao, et al.
Publicado: (2026)
por: Qin, Zehao, et al.
Publicado: (2026)
TFT-ACB-XML: Decision-Level Integration of Customized Temporal Fusion Transformer and Attention-BiLSTM with XGBoost Meta-Learner for BTC Price Forecasting
por: Din, Raiz Ud, et al.
Publicado: (2026)
por: Din, Raiz Ud, et al.
Publicado: (2026)
Evaluating BiLSTM and CNN+GRU Approaches for Human Activity Recognition Using WiFi CSI Data
por: Wakili, Almustapha A., et al.
Publicado: (2025)
por: Wakili, Almustapha A., et al.
Publicado: (2025)
ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN
por: Bashar, Md Abul, et al.
Publicado: (2023)
por: Bashar, Md Abul, et al.
Publicado: (2023)
Arrhythmia Classification from 12-Lead ECG Signals Using Convolutional and Transformer-Based Deep Learning Models
por: Apostol, Andrei, et al.
Publicado: (2025)
por: Apostol, Andrei, et al.
Publicado: (2025)
STREAM-VAE: Dual-Path Routing for Slow and Fast Dynamics in Vehicle Telemetry Anomaly Detection
por: Özer, Kadir-Kaan, et al.
Publicado: (2025)
por: Özer, Kadir-Kaan, et al.
Publicado: (2025)
xLSTMAD: A Powerful xLSTM-based Method for Anomaly Detection
por: Faber, Kamil, et al.
Publicado: (2025)
por: Faber, Kamil, et al.
Publicado: (2025)
ECGMamba: Towards Efficient ECG Classification with BiSSM
por: Qiang, Yupeng, et al.
Publicado: (2024)
por: Qiang, Yupeng, et al.
Publicado: (2024)
Efficient IoT Intrusion Detection with an Improved Attention-Based CNN-BiLSTM Architecture
por: Naeem, Amna, et al.
Publicado: (2025)
por: Naeem, Amna, et al.
Publicado: (2025)
Dynamic Reward Scaling for Multivariate Time Series Anomaly Detection: A VAE-Enhanced Reinforcement Learning Approach
por: Golchin, Bahareh, et al.
Publicado: (2025)
por: Golchin, Bahareh, et al.
Publicado: (2025)
ExECG: An Explainable AI Framework for ECG models
por: Jang, Jong-Hwan, et al.
Publicado: (2026)
por: Jang, Jong-Hwan, et al.
Publicado: (2026)
Research on CNN-BiLSTM Network Traffic Anomaly Detection Model Based on MindSpore
por: Xiang, Qiuyan, et al.
Publicado: (2025)
por: Xiang, Qiuyan, et al.
Publicado: (2025)
Reconstructing 12-Lead ECG from 3-Lead ECG using Variational Autoencoder to Improve Cardiac Disease Detection of Wearable ECG Devices
por: Guan, Xinyan, et al.
Publicado: (2025)
por: Guan, Xinyan, et al.
Publicado: (2025)
Air Quality Prediction Using LOESS-ARIMA and Multi-Scale CNN-BiLSTM with Residual-Gated Attention
por: Pahari, Soham, et al.
Publicado: (2025)
por: Pahari, Soham, et al.
Publicado: (2025)
Knowledge-enhanced Multimodal ECG Representation Learning with Arbitrary-Lead Inputs
por: Liu, Che, et al.
Publicado: (2025)
por: Liu, Che, et al.
Publicado: (2025)
A Multi-Modal CNN-LSTM Framework with Multi-Head Attention and Focal Loss for Real-Time Elderly Fall Detection
por: Zhou, Lijie, et al.
Publicado: (2026)
por: Zhou, Lijie, et al.
Publicado: (2026)
MA-VAE: Multi-head Attention-based Variational Autoencoder Approach for Anomaly Detection in Multivariate Time-series Applied to Automotive Endurance Powertrain Testing
por: Correia, Lucas, et al.
Publicado: (2023)
por: Correia, Lucas, et al.
Publicado: (2023)
Self-Alignment Learning to Improve Myocardial Infarction Detection from Single-Lead ECG
por: Jin, Jiarui, et al.
Publicado: (2025)
por: Jin, Jiarui, et al.
Publicado: (2025)
ETLNet: An Efficient TCN-BiLSTM Network for Road Anomaly Detection Using Smartphone Sensors
por: Ansari, Mohd Faiz, et al.
Publicado: (2024)
por: Ansari, Mohd Faiz, et al.
Publicado: (2024)
A Novel cVAE-Augmented Deep Learning Framework for Pan-Cancer RNA-Seq Classification
por: Polepalli, Vinil
Publicado: (2025)
por: Polepalli, Vinil
Publicado: (2025)
SiamAF: Learning Shared Information from ECG and PPG Signals for Robust Atrial Fibrillation Detection
por: Guo, Zhicheng, et al.
Publicado: (2023)
por: Guo, Zhicheng, et al.
Publicado: (2023)
OpenECG: Benchmarking ECG Foundation Models with Public 1.2 Million Records
por: Wan, Zhijiang, et al.
Publicado: (2025)
por: Wan, Zhijiang, et al.
Publicado: (2025)
How Well Do Multimodal Models Reason on ECG Signals?
por: Xu, Maxwell A., et al.
Publicado: (2026)
por: Xu, Maxwell A., et al.
Publicado: (2026)
Ejemplares similares
-
Parallel BiLSTM-Transformer networks for forecasting chaotic dynamics
por: Ma, Junwen, et al.
Publicado: (2025) -
Enhanced Speech Emotion Recognition with Efficient Channel Attention Guided Deep CNN-BiLSTM Framework
por: Kundu, Niloy Kumar, et al.
Publicado: (2024) -
Evaluating the Sensitivity of BiLSTM Forecasting Models to Sequence Length and Input Noise
por: Albelali, Salma, et al.
Publicado: (2025) -
Asymmetric-Loss-Guided Hybrid CNN-BiLSTM-Attention Model for Industrial RUL Prediction with Interpretable Failure Heatmaps
por: Abdullah, Mohammed Ezzaldin Babiker
Publicado: (2026) -
Explore BiLSTM-CRF-Based Models for Open Relation Extraction
por: Ni, Tao, et al.
Publicado: (2021)