Dustin J. Kempton

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 19

Top Topics

Multivariate Time Series

Pac Learnability

Iterative Refinement

Top Venues

Astron. Comput.

Publications

Yang Chen, Dustin J. Kempton, Rafal A. Angryk
FFAD: A Novel Metric for Assessing Generated Time Series Data Utilizing Fourier Transform and Auto-encoder. CoRR (2024)
Yang Chen, Dustin J. Kempton, Rafal A. Angryk
Examining Effects of Class Imbalance on Conditional GAN Training. ICAISC (1) (2023)
Azim Ahmadzadeh, Dustin J. Kempton, Petrus C. Martens, Rafal A. Angryk
Contingency Space: A Semimetric Space for Classification Evaluation. IEEE Trans. Pattern Anal. Mach. Intell. 45 (2) (2023)
Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Junzhi Wen, Anli Ji, Rafal A. Angryk
CGAN-based synthetic multivariate time-series generation: a solution to data scarcity in solar flare forecasting. Neural Comput. Appl. 34 (16) (2022)
Azim Ahmadzadeh, Dustin J. Kempton, Yang Chen, Rafal A. Angryk
Multiscale IoU: A Metric for Evaluation of Salient Object Detection with Fine Structures. CoRR (2021)
Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Rafal A. Angryk
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting. CoRR (2021)
Azim Ahmadzadeh, Dustin J. Kempton, Yang Chen, Rafal A. Angryk
Multiscale IOU: A Metric for Evaluation of Salient Object Detection with Fine Structures. ICIP (2021)
Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Rafal A. Angryk
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting. ICAISC (1) (2021)
Azim Ahmadzadeh, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk
How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events. CoRR (2021)
Maxwell Hostetter, Azim Ahmadzadeh, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Rafal A. Angryk
Understanding the Impact of Statistical Time Series Features for Flare Prediction Analysis. IEEE BigData (2019)
Azim Ahmadzadeh, Dustin J. Kempton, Rafal A. Angryk
A Curated Image Parameter Dataset from Solar Dynamics Observatory Mission. CoRR (2019)
Azim Ahmadzadeh, Sushant S. Mahajan, Dustin J. Kempton, Rafal A. Angryk, Shihao Ji
Toward Filament Segmentation Using Deep Neural Networks. CoRR (2019)
Azim Ahmadzadeh, Sushant S. Mahajan, Dustin J. Kempton, Rafal A. Angryk, Shihao Ji
Toward Filament Segmentation Using Deep Neural Networks. IEEE BigData (2019)
Azim Ahmadzadeh, Maxwell Hostetter, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk
Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data. IEEE BigData (2019)
Azim Ahmadzadeh, Maxwell Hostetter, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk
Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data. CoRR (2019)
Azim Ahmadzadeh, Berkay Aydin, Dustin J. Kempton, Maxwell Hostetter, Rafal A. Angryk, Manolis K. Georgoulis, Sushant S. Mahajan
Rare-Event Time Series Prediction: A Case Study of Solar Flare Forecasting. ICMLA (2019)
Azim Ahmadzadeh, Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk
Improving the functionality of tamura directionality on solar images. IEEE BigData (2017)
Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk
Towards Feature Selection for Appearance Models in Solar Event Tracking. ICAISC (2) (2016)
Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk
Describing solar images with sparse coding for similarity search. IEEE BigData (2016)
Dustin J. Kempton, Rafal A. Angryk
Tracking Solar Events through Iterative Refinement. Astron. Comput. 13 (2015)