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Dustin Kempton
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2020 – today
- 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
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
Examining Effects of Class Imbalance on Conditional GAN Training. ICAISC (1) 2023: 475-486 - 2022
- [j4]Yang Chen
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
A Modular Approach to Building Solar Energetic Particle Event Forecasting Systems. CogMI 2021: 106-115 - [c17]Yang Chen, Dustin J. Kempton
Towards Synthetic Multivariate Time Series Generation for Flare Forecasting. ICAISC (1) 2021: 296-307 - [c16]Azim Ahmadzadeh
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
Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations. CoRR abs/2006.12224 (2020)
2010 – 2019
- 2019
- [c15]Azim Ahmadzadeh
Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study on Solar Flare Data. IEEE BigData 2019: 1423-1431 - [c14]Azim Ahmadzadeh
Toward Filament Segmentation Using Deep Neural Networks. IEEE BigData 2019: 4932-4941 - [c13]Maxwell Hostetter, Azim Ahmadzadeh
Understanding the Impact of Statistical Time Series Features for Flare Prediction Analysis. IEEE BigData 2019: 4960-4966 - [c12]Azim Ahmadzadeh
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
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
Toward Filament Segmentation Using Deep Neural Networks. CoRR abs/1912.02743 (2019) - 2017
- [c11]Azim Ahmadzadeh
Improving the functionality of tamura directionality on solar images. IEEE BigData 2017: 2518-2526 - [c10]Shah Muhammad Hamdi
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
An Integrated Solar Database (ISD) with Extended Spatiotemporal Querying Capabilities. SSTD 2017: 405-410 - 2016
- [j3]Karthik Ganesan Pillai, Rafal A. Angryk
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
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
Spatio-temporal interpolation methods for solar events metadata. IEEE BigData 2016: 3149-3157 - [c5]Dustin J. Kempton
Describing solar images with sparse coding for similarity search. IEEE BigData 2016: 3168-3176 - [c4]Soukaina Filali Boubrahimi, Berkay Aydin
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
Towards Feature Selection for Appearance Models in Solar Event Tracking. ICAISC (2) 2016: 88-101 - 2015
- [j2]Dustin J. Kempton
Tracking Solar Events through Iterative Refinement. Astron. Comput. 13: 124-135 (2015) - [j1]Berkay Aydin
Mining spatiotemporal co-occurrence patterns in solar datasets. Astron. Comput. 13: 136-144 (2015) - 2014
- [c2]Berkay Aydin
Spatiotemporal indexing techniques for efficiently mining spatiotemporal co-occurrence patterns. IEEE BigData 2014: 1-10 - [c1]Dustin Kempton
Iterative refinement of multiple targets tracking of solar events. IEEE BigData 2014: 36-44
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