Dustin Kempton

According to our database, Dustin Kempton authored at least 28 papers between 2014 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

FFAD: A Novel Metric for Assessing Generated Time Series Data Utilizing Fourier Transform and Auto-encoder.

Yang Chen, Dustin J. Kempton, Rafal A. Angryk

CoRR, 2024

2023

Contingency Space: A Semimetric Space for Classification Evaluation.

Azim Ahmadzadeh, Dustin J. Kempton, Petrus C. Martens, Rafal A. Angryk

IEEE Trans. Pattern Anal. Mach. Intell., 2023

Examining Effects of Class Imbalance on Conditional GAN Training.

Yang Chen, Dustin J. Kempton, Rafal A. Angryk

Proceedings of the Artificial Intelligence and Soft Computing, 2023

2022

CGAN-based synthetic multivariate time-series generation: a solution to data scarcity in solar flare forecasting.

Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Junzhi Wen, Anli Ji, Rafal A. Angryk

Neural Comput. Appl., 2022

2021

How to Train Your Flare Prediction Model: Revisiting Robust Sampling of Rare Events.

Azim Ahmadzadeh, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk

CoRR, 2021

Multiscale IOU: A Metric for Evaluation of Salient Object Detection with Fine Structures.

Azim Ahmadzadeh, Dustin J. Kempton, Yang Chen, Rafal A. Angryk

Proceedings of the 2021 IEEE International Conference on Image Processing, 2021

Towards Synthetic Multivariate Time Series Generation for Flare Forecasting.

Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Rafal A. Angryk

Proceedings of the Artificial Intelligence and Soft Computing, 2021

A Modular Approach to Building Solar Energetic Particle Event Forecasting Systems.

Anli Ji, Akhil Arya, Dustin Kempton, Rafal A. Angryk, Manolis K. Georgoulis, Berkay Aydin

Proceedings of the Third IEEE International Conference on Cognitive Machine Intelligence, 2021

2020

Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations.

Gelu Nita, Manolis K. Georgoulis, Irina Kitiashvili, Viacheslav Sadykov, Enrico Camporeale, Alexander Kosovichev, Haimin Wang, Vincent Oria, Jason T. L. Wang, Rafal A. Angryk, Berkay Aydin, Azim Ahmadzadeh, Xiaoli Bai, Timothy Bastian, Soukaina Filali Boubrahimi, Bin Chen, Alisdair Davey, Sheldon Fereira, Gregory Fleishman, Dale Gary, Andrew Gerrard, Gregory Hellbourg, Katherine Herbert, Jack Ireland, Egor Illarionov, Natsuha Kuroda, Qin Li, Chang Liu, Yuexin Liu, Hyomin Kim, Dustin Kempton, Ruizhe Ma, Petrus C. Martens, Ryan M. McGranaghan, Edward Semones, John T. Stefan, Andrey Stejko, Yaireska Collado-Vega, Meiqi Wang, Yan Xu, Sijie Yu

CoRR, 2020

2019

A Curated Image Parameter Dataset from Solar Dynamics Observatory Mission.

Azim Ahmadzadeh, Dustin J. Kempton, Rafal A. Angryk

CoRR, 2019

Rare-Event Time Series Prediction: A Case Study of Solar Flare Forecasting.

Azim Ahmadzadeh, Berkay Aydin, Dustin J. Kempton, Maxwell Hostetter, Rafal A. Angryk, Manolis K. Georgoulis, Sushant S. Mahajan

Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

Understanding the Impact of Statistical Time Series Features for Flare Prediction Analysis.

Maxwell Hostetter, Azim Ahmadzadeh, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Rafal A. Angryk

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

Toward Filament Segmentation Using Deep Neural Networks.

Azim Ahmadzadeh, Sushant S. Mahajan, Dustin J. Kempton, Rafal A. Angryk, Shihao Ji

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data.

Azim Ahmadzadeh, Maxwell Hostetter, Berkay Aydin, Manolis K. Georgoulis, Dustin J. Kempton, Sushant S. Mahajan, Rafal A. Angryk

Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2017

An Integrated Solar Database (ISD) with Extended Spatiotemporal Querying Capabilities.

Ahmet Küçük, Berkay Aydin, Soukaina Filali Boubrahimi, Dustin Kempton, Rafal A. Angryk

Proceedings of the Advances in Spatial and Temporal Databases, 2017

A Region-Based Retrieval System for Heliophysics Imagery.

Michael A. Schuh, Dustin Kempton, Rafal A. Angryk

Proceedings of the Thirtieth International Florida Artificial Intelligence Research Society Conference, 2017

A time series classification-based approach for solar flare prediction.

Shah Muhammad Hamdi, Dustin Kempton, Ruizhe Ma, Soukaina Filali Boubrahimi, Rafal A. Angryk

Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

Improving the functionality of tamura directionality on solar images.

Azim Ahmadzadeh, Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk

Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

2016

Mining At Most Top-K% Spatiotemporal Co-occurrence Patterns in Datasets with Extended Spatial Representations.

Karthik Ganesan Pillai, Rafal A. Angryk, Juan M. Banda, Dustin Kempton, Berkay Aydin, Petrus C. Martens

ACM Trans. Spatial Algorithms Syst., 2016

Towards Feature Selection for Appearance Models in Solar Event Tracking.

Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk

Proceedings of the Artificial Intelligence and Soft Computing, 2016

SOLEV: a video generation framework for solar events from mixed data sources (demo paper).

Soukaina Filali Boubrahimi, Berkay Aydin, Dustin Kempton, Rafal A. Angryk

Proceedings of the 24th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, GIS 2016, Burlingame, California, USA, October 31, 2016

Describing solar images with sparse coding for similarity search.

Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk

Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

Spatio-temporal interpolation methods for solar events metadata.

Soukaina Filali Boubrahimi, Berkay Aydin, Dustin Kempton, Rafal A. Angryk

Proceedings of the 2016 IEEE International Conference on Big Data (IEEE BigData 2016), 2016

Filling the Gaps in Solar Big Data: Interpolation of Solar Filament Event Instances.

Soukaina Filali Boubrahimi, Berkay Aydin, Dustin Kempton, Sushant S. Mahajan, Rafal A. Angryk

Proceedings of the 2016 IEEE International Conferences on Big Data and Cloud Computing (BDCloud), 2016

2015

Tracking Solar Events through Iterative Refinement.

Dustin J. Kempton, Rafal A. Angryk

Astron. Comput., 2015

Mining spatiotemporal co-occurrence patterns in solar datasets.

Berkay Aydin, Dustin Kempton, Vijay Akkineni, Rafal A. Angryk, Karthik Ganesan Pillai

Astron. Comput., 2015

2014

Iterative refinement of multiple targets tracking of solar events.

Dustin Kempton, Karthik Ganesan Pillai, Rafal A. Angryk

Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014

Spatiotemporal indexing techniques for efficiently mining spatiotemporal co-occurrence patterns.

Berkay Aydin, Dustin Kempton, Vijay Akkineni, Shaktidhar Reddy Gopavaram, Karthik Ganesan Pillai, Rafal A. Angryk

Proceedings of the 2014 IEEE International Conference on Big Data (IEEE BigData 2014), 2014