Emadeldeen Eldele
Scholar

Emadeldeen Eldele

Google Scholar ID: 2LdeHIYAAAAJ
Assistant Professor, Khalifa University
time seriesself-supervised learningdeep learningdomain adaptationEEG
Citations & Impact
All-time
Citations
2,237
 
H-index
13
 
i10-index
14
 
Publications
20
 
Co-authors
12
list available
Resume (English only)
Academic Achievements
  • Paper 'Learning Soft Sparse Shapes for Efficient Time-Series Classification' accepted at ICML 2025
  • Paper 'Counterfactual Contrastive Learning with Normalizing Flows for Robust Treatment Effect Estimation' accepted at ICML 2025
  • Paper 'Hierarchical Classification Auxiliary Network for Time Series Forecasting' accepted at AAAI 2025
  • Survey paper 'Label-efficient Time Series Representation Learning: A Review' accepted in IEEE TAI
  • Paper 'TSLANet: Rethinking Transformers for Time Series Representation Learning' accepted at ICML 2024
  • Paper 'Bi-Hemisphere Interaction Convolutional Neural Network for Motor Imagery Classification' accepted at EMBC 2024
  • Paper 'ECGTransForm: Empowering adaptive ECG arrhythmia classification framework with bidirectional transformer' accepted in Biomedical Signal Processing and Control
  • Paper 'Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification' accepted in IEEE TPAMI
  • Paper 'Contrastive Domain Adaptation for Time-Series via Temporal Mixup' accepted in IEEE TAI
  • Paper 'Source-Free Domain Adaptation with Temporal Imputation for Time Series Data' accepted at ACM KDD'23
  • Paper 'ADATIME: A Benchmarking Suite for Domain Adaptation on Time Series Data' accepted in ACM TKDD
  • Paper 'Self-supervised Learning for Label-Efficient Sleep Stage Classification: A Comprehensive Evaluation' accepted in IEEE TNSRE
  • Received the 3rd Prize in the IEEE Engineering in Medicine and Biology Prize Paper Award (2023) for the AttnSleep paper
  • Serving as Guest Editor for the Special Issue 'Artificial Intelligence for Medical Sensing' in Sensors Journal