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Travis Johnston
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Evolving Deep Networks Using HPC
SR Young, DC Rose, T Johnston, WT Heller, TP Karnowski, TE Potok, ...
MLHPC'17 Proceedings of the Machine Learning on HPC Environments, 7, 2017
542017
DeepMerge–II. Building robust deep learning algorithms for merging galaxy identification across domains
A Ćiprijanović, D Kafkes, K Downey, S Jenkins, GN Perdue, S Madireddy, ...
Monthly Notices of the Royal Astronomical Society 506 (1), 677-691, 2021
442021
167-PFlops deep learning for electron microscopy: from learning physics to atomic manipulation
RM Patton, JT Johnston, SR Young, CD Schuman, DD March, TE Potok, ...
Proceedings of the International Conference for High Performance Computing …, 2018
362018
Vibrational properties of ferroelectric β-vinylidene fluoride polymers and oligomers
SM Nakhmanson, R Korlacki, JT Johnston, S Ducharme, Z Ge, JM Takacs
Physical Review B 81 (17), 174120, 2010
342010
Classifying and analyzing small-angle scattering data using weighted k nearest neighbors machine learning techniques
RK Archibald, M Doucet, T Johnston, SR Young, E Yang, WT Heller
Journal of Applied Crystallography 53 (2), 326-334, 2020
282020
Turán Problems on Non-Uniform Hypergraphs
JT Johnston, L Lu
Electronic Journal of Combinatorics 21 (4), 34, 2014
242014
Laparoscopic surgical skills are significantly improved by the use of a portable laparoscopic simulator: results of a randomized controlled trial
TJ Johnston, B Tang, A Alijani, I Tait, RJ Steele, J Ker, G Nabi, ...
World journal of surgery 37 (5), 957-964, 2013
242013
Resilience and robustness of spiking neural networks for neuromorphic systems
CD Schuman, JP Mitchell, JT Johnston, M Parsa, B Kay, P Date, ...
2020 International Joint Conference on Neural Networks (IJCNN), 1-10, 2020
232020
Optimizing Convolutional Neural Networks for Cloud Detection
T Johnston, SR Young, D Hughes, RM Patton, D White
MLHPC'17 Proceedings of the Machine Learning on HPC Environments, 9 pages, 2017
222017
Learning to predict material structure from neutron scattering data
C Garcia-Cardona, R Kannan, T Johnston, T Proffen, K Page, SK Seal
2019 IEEE International Conference on Big Data (Big Data), 4490-4497, 2019
212019
On the need for reproducible numerical accuracy through intelligent runtime selection of reduction algorithms at the extreme scale
D Chapp, T Johnston, M Taufer
2015 IEEE International Conference on Cluster Computing, 166-175, 2015
192015
Exascale deep learning to accelerate cancer research
RM Patton, JT Johnston, SR Young, CD Schuman, TE Potok, DC Rose, ...
2019 IEEE International Conference on Big Data (Big Data), 1488-1496, 2019
172019
In situ data analytics and indexing of protein trajectories
T Johnston, B Zhang, A Liwo, S Crivelli, M Taufer
Journal of computational chemistry 38 (16), 1419-1430, 2017
172017
Low size, weight, and power neuromorphic computing to improve combustion engine efficiency
CD Schuman, SR Young, JP Mitchell, JT Johnston, D Rose, ...
2020 11th International Green and Sustainable Computing Workshops (IGSC), 1-8, 2020
152020
Rl-hems: Reinforcement learning based home energy management system for hvac energy optimization
O Kotevska, K Kurte, J Munk, T Johnston, E Mckee, K Perumalla, H Zandi
Oak Ridge National Lab.(ORNL), Oak Ridge, TN (United States), 2020
152020
Evolving energy efficient convolutional neural networks
SR Young, P Devineni, M Parsa, JT Johnston, B Kay, RM Patton, ...
2019 IEEE International Conference on Big Data (Big Data), 4479-4485, 2019
142019
Co-design center for exascale machine learning technologies (exalearn)
FJ Alexander, J Ang, JA Bilbrey, J Balewski, T Casey, R Chard, J Choi, ...
The International Journal of High Performance Computing Applications 35 (6 …, 2021
112021
Boolean algebras and Lubell functions
T Johnston, L Lu, KG Milans
Journal of Combinatorial Theory, Series A 136, 174-183, 2015
112015
Performance tuning of MapReduce jobs using surrogate-based modeling
T Johnston, M Alsulmi, P Cicotti, M Taufer
Procedia Computer Science 51, 49-59, 2015
112015
Multi-objective optimization for size and resilience of spiking neural networks
M Dimovska, T Johnston, CD Schuman, JP Mitchell, TE Potok
2019 IEEE 10th Annual Ubiquitous Computing, Electronics & Mobile …, 2019
102019
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Articles 1–20