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Employment (2)

Oak Ridge National Laboratory: Oak Ridge, TN, US

2016-07-11 to present | Research Scientist (Computational Science and Engineering)
Employment
Source: Self-asserted source
Travis Johnston

University of Delaware: Newark, Delaware, US

2014-09-01 to 2016-07-08 | Postdoctoral researcher (Computer and Information Sciences)
Employment
Source: Self-asserted source
Travis Johnston

Education and qualifications (1)

University of South Carolina: Columbia, SC, US

2009-08 to 2014-05 | PhD (Mathematics)
Education
Source: Self-asserted source
Travis Johnston

Works (8)

A survey of algorithms for transforming molecular dynamics data into metadata for in situ analytics based on machine learning methods

Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences
2020-03-06 | Journal article
DOI: 10.1098/rsta.2019.0063
Contributors: Michela Taufer; Trilce Estrada; Travis Johnston
Source: check_circle
Crossref

A Novel Pruning Method for Convolutional Neural Networks Based off Identifying Critical Filters

Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning) - PEARC '19
2019 | Journal article
DOI: 10.1145/3332186.3333057
ISBN: 9781450372275
Source: Self-asserted source
Travis Johnston

167-PFlops Deep Learning for Electron Microscopy: From Learning Physics to Atomic Manipulation

SC18: International Conference for High Performance Computing, Networking, Storage and Analysis
2018-11 | Journal article
DOI: 10.1109/sc.2018.00053
ISBN: 9781538683842
Source: Self-asserted source
Travis Johnston

Optimizing Convolutional Neural Networks for Cloud Detection

Proceedings of the Machine Learning on HPC Environments - MLHPC'17
2017 | Journal article
DOI: 10.1145/3146347.3146352
ISBN: 9781450351379
Source: Self-asserted source
Travis Johnston
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Development of a Scalable Method for Creating Food Groups Using the NHANES Dataset and MapReduce

Proceedings of the 7th ACM International Conference on Bioinformatics, Computational Biology, and Health Informatics - BCB '16
2016 | Journal article
DOI: 10.1145/2975167.2975179
ISBN: 9781450342254
Source: Self-asserted source
Travis Johnston

Performance Tuning of MapReduce Jobs Using Surrogate-based Modeling

Procedia Computer Science
2015 | Journal article
DOI: 10.1016/j.procs.2015.05.193
Part of ISSN: 1877-0509
Source: Self-asserted source
Travis Johnston

Boolean algebras and Lubell functions

Journal of Combinatorial Theory, Series A
2015-11 | Journal article
DOI: 10.1016/j.jcta.2015.06.004
Contributors: Travis Johnston; Linyuan Lu; Kevin G. Milans
Source: check_circle
Crossref

On the Need for Reproducible Numerical Accuracy through Intelligent Runtime Selection of Reduction Algorithms at the Extreme Scale

2015 IEEE International Conference on Cluster Computing
2015-09 | Journal article
DOI: 10.1109/cluster.2015.34
ISBN: 9781467365987
Source: Self-asserted source
Travis Johnston
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