Berkay Aydin

Joined

February 2023

Names

Berkay Aydin (Preferred)

Emails

****@gsu.edu (Confirmed)

Personal Links

Career & Education History

PhD student

Georgia State University (gsu.edu)

2013 – 2017

Advisors, Relations & Conflicts

PhD Advisor

2013 – 2017

Expertise

Predictive Analytics

2017 – Present

Spatiotemporal Data Mining

2014 – Present

Publications

Advancing Solar Flare Prediction using Deep Learning with Active Region Patches
Chetraj Pandey, Temitope Adeyeha, Jinsu Hong, Rafal A. Angryk, Berkay Aydin
- CoRR 2024
- Readers: Everyone
Active Region-based Flare Forecasting with Sliding Window Multivariate Time Series Forest Classifiers
Anli Ji, Berkay Aydin
- CoRR 2024
- Readers: Everyone
Interpretable Solar Flare Prediction with Sliding Window Multivariate Time Series Forests
Anli Ji, Berkay Aydin
- IEEE Big Data 2023
- Readers: Everyone
Unveiling the Potential of Deep Learning Models for Solar Flare Prediction in Near-Limb Regions
Chetraj Pandey, Rafal A. Angryk, Berkay Aydin
- ICMLA 2023
- Readers: Everyone
Explainable Deep Learning-based Solar Flare Prediction with post hoc Attention for Operational Forecasting
Chetraj Pandey, Rafal A. Angryk, Manolis K. Georgoulis, Berkay Aydin
- CoRR 2023
- Readers: Everyone
Enhancing Solar Flare Prediction with Innovative Data-Driven Labels
Jinsu Hong, Anli Ji, Chetraj Pandey, Berkay Aydin
- CogMI 2023
- Readers: Everyone
Beyond Traditional Flare Forecasting: A Data-driven Labeling Approach for High-fidelity Predictions
Jinsu Hong, Anli Ji, Chetraj Pandey, Berkay Aydin
- DaWaK 2023
- Readers: Everyone
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural Networks
Chetraj Pandey, Anli Ji, Rafal A. Angryk, Berkay Aydin
- AIKE 2023
- Readers: Everyone
Explaining Full-Disk Deep Learning Model for Solar Flare Prediction Using Attribution Methods
Chetraj Pandey, Rafal A. Angryk, Berkay Aydin
- ECML/PKDD (7) 2023
- Readers: Everyone

View all 67 publications

Co-Authors

View all 69 co-authors