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ORCIDDustin Kempton
- > Home > Persons > Dustin Kempton
Publications
- 2024
[i8]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 abs/2403.06576 (2024)- 2023
- [j5]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): 1501-1513 (2023) - [c19]Yang Chen, Dustin J. Kempton, Rafal A. Angryk:
Examining Effects of Class Imbalance on Conditional GAN Training. ICAISC (1) 2023: 475-486 - 2022
- [j4]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): 13339-13353 (2022) - 2021
- [c18]Anli Ji, Akhil Arya, Dustin Kempton, Rafal A. Angryk, Manolis K. Georgoulis, Berkay Aydin:
A Modular Approach to Building Solar Energetic Particle Event Forecasting Systems. CogMI 2021: 106-115 - [c17]Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Rafal A. Angryk:
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting. ICAISC (1) 2021: 296-307 - [c16]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: 684-688 - [i7]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 abs/2103.07542 (2021) - [i6]Yang Chen, Dustin J. Kempton, Azim Ahmadzadeh, Rafal A. Angryk:
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting. CoRR abs/2105.07532 (2021) - [i5]Azim Ahmadzadeh, Dustin J. Kempton, Yang Chen, Rafal A. Angryk:
Multiscale IoU: A Metric for Evaluation of Salient Object Detection with Fine Structures. CoRR abs/2105.14572 (2021) - 2020
- [i4]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:
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations. CoRR abs/2006.12224 (2020) - 2019
- [c15]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: 1423-1431 - [c14]Azim Ahmadzadeh, Sushant S. Mahajan, Dustin J. Kempton, Rafal A. Angryk, Shihao Ji:
Toward Filament Segmentation Using Deep Neural Networks. IEEE BigData 2019: 4932-4941 - [c13]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: 4960-4966 - [c12]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: 1814-1820 - [i3]Azim Ahmadzadeh, Dustin J. Kempton, Rafal A. Angryk:
A Curated Image Parameter Dataset from Solar Dynamics Observatory Mission. CoRR abs/1906.01062 (2019) - [i2]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 abs/1911.09061 (2019) - [i1]Azim Ahmadzadeh, Sushant S. Mahajan, Dustin J. Kempton, Rafal A. Angryk, Shihao Ji:
Toward Filament Segmentation Using Deep Neural Networks. CoRR abs/1912.02743 (2019) - 2017
- [c11]Azim Ahmadzadeh, Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk:
Improving the functionality of tamura directionality on solar images. IEEE BigData 2017: 2518-2526 - [c10]Shah Muhammad Hamdi, Dustin Kempton, Ruizhe Ma, Soukaina Filali Boubrahimi, Rafal A. Angryk:
A time series classification-based approach for solar flare prediction. IEEE BigData 2017: 2543-2551 - [c9]Michael A. Schuh, Dustin Kempton, Rafal A. Angryk:
A Region-Based Retrieval System for Heliophysics Imagery. FLAIRS 2017: 526-531 - [c8]Ahmet Küçük, Berkay Aydin, Soukaina Filali Boubrahimi, Dustin Kempton, Rafal A. Angryk:
An Integrated Solar Database (ISD) with Extended Spatiotemporal Querying Capabilities. SSTD 2017: 405-410 - 2016
- [j3]Karthik Ganesan Pillai, Rafal A. Angryk, Juan M. Banda, Dustin Kempton, Berkay Aydin, Petrus C. Martens:
Mining At Most Top-K% Spatiotemporal Co-occurrence Patterns in Datasets with Extended Spatial Representations. ACM Trans. Spatial Algorithms Syst. 2(3): 10:1-10:27 (2016) - [c7]Soukaina Filali Boubrahimi, Berkay Aydin, Dustin Kempton, Sushant S. Mahajan, Rafal A. Angryk:
Filling the Gaps in Solar Big Data: Interpolation of Solar Filament Event Instances. BDCloud-SocialCom-SustainCom 2016: 97-104 - [c6]Soukaina Filali Boubrahimi, Berkay Aydin, Dustin Kempton, Rafal A. Angryk:
Spatio-temporal interpolation methods for solar events metadata. IEEE BigData 2016: 3149-3157 - [c5]Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk:
Describing solar images with sparse coding for similarity search. IEEE BigData 2016: 3168-3176 - [c4]Soukaina Filali Boubrahimi, Berkay Aydin, Dustin Kempton, Rafal A. Angryk:
SOLEV: a video generation framework for solar events from mixed data sources (demo paper). SIGSPATIAL/GIS 2016: 90:1-90:4 - [c3]Dustin J. Kempton, Michael A. Schuh, Rafal A. Angryk:
Towards Feature Selection for Appearance Models in Solar Event Tracking. ICAISC (2) 2016: 88-101 - 2015
- [j2]Dustin J. Kempton, Rafal A. Angryk:
Tracking Solar Events through Iterative Refinement. Astron. Comput. 13: 124-135 (2015) - [j1]Berkay Aydin, Dustin Kempton, Vijay Akkineni, Rafal A. Angryk, Karthik Ganesan Pillai:
Mining spatiotemporal co-occurrence patterns in solar datasets. Astron. Comput. 13: 136-144 (2015) - 2014
- [c2]Berkay Aydin, Dustin Kempton, Vijay Akkineni, Shaktidhar Reddy Gopavaram, Karthik Ganesan Pillai, Rafal A. Angryk:
Spatiotemporal indexing techniques for efficiently mining spatiotemporal co-occurrence patterns. IEEE BigData 2014: 1-10 - [c1]Dustin Kempton, Karthik Ganesan Pillai, Rafal A. Angryk:
Iterative refinement of multiple targets tracking of solar events. IEEE BigData 2014: 36-44
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