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Emre Ates
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Diagnosing performance variations in HPC applications using machine learning
O Tuncer, E Ates, Y Zhang, A Turk, J Brandt, VJ Leung, M Egele, ...
High Performance Computing: 32nd International Conference, ISC High …, 2017
1392017
Counterfactual explanations for multivariate time series
E Ates, B Aksar, VJ Leung, AK Coskun
2021 international conference on applied artificial intelligence (ICAPAI), 1-8, 2021
982021
Online diagnosis of performance variation in HPC systems using machine learning
O Tuncer, E Ates, Y Zhang, A Turk, J Brandt, VJ Leung, M Egele, ...
IEEE Transactions on Parallel and Distributed Systems 30 (4), 883-896, 2018
912018
Taxonomist: Application detection through rich monitoring data
E Ates, O Tuncer, A Turk, VJ Leung, J Brandt, M Egele, AK Coskun
Euro-Par 2018: Parallel Processing: 24th International Conference on …, 2018
372018
An automated, cross-layer instrumentation framework for diagnosing performance problems in distributed applications
E Ates, L Sturmann, M Toslali, O Krieger, R Megginson, AK Coskun, ...
ACM Symposium on Cloud Computing (SoCC), 2019
362019
HPAS: An HPC performance anomaly suite for reproducing performance variations
E Ates, Y Zhang, B Aksar, J Brandt, VJ Leung, M Egele, AK Coskun
Proceedings of the 48th International Conference on Parallel Processing, 1-10, 2019
312019
Tangram: Colocating HPC applications with oversubscription
Q Xiong, E Ates, MC Herbordt, AK Coskun
2018 IEEE High Performance extreme Computing Conference (HPEC), 1-7, 2018
242018
Automating instrumentation choices for performance problems in distributed applications with VAIF
M Toslali, E Ates, A Ellis, Z Zhang, D Huye, L Liu, S Puterman, AK Coskun, ...
Proceedings of the ACM Symposium on Cloud Computing, 61-75, 2021
192021
Proctor: A semi-supervised performance anomaly diagnosis framework for production hpc systems
B Aksar, Y Zhang, E Ates, B Schwaller, O Aaziz, VJ Leung, J Brandt, ...
High Performance Computing: 36th International Conference, ISC High …, 2021
182021
Praxi: Cloud Software Discovery That Learns From Practice
A Byrne, E Ates, A Turk, V Pchelin, S Duri, S Nadgowda, C Isci, ...
IEEE Transactions on Cloud Computing 10 (2), 872-884, 2020
72020
Artifact for Taxonomist: Application Detection through Rich Monitoring Data
E Ates, O Tuncer, A Turk, VJ Leung, J Brandt, M Egele, AK Coskun
Aug, 2018
52018
Understanding Simultaneous Impact of Network QoS and Power on HPC Application Performance
T Patki, E Ates, A Coskun, JJ Thiagarajan
52018
Explainable Machine Learning Frameworks for Managing HPC Systems.
E Ates, B Aksar, VJ Leung, AK Coskun
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2020
32020
Runtime HPC System and Application Performance Assessment and Diagnostics.
JM Brandt, AC Gentile, JE Cook, BA Allan, J Cook, O Aaziz, T Tucker, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2018
22018
Comte: counterfactual explanations for supervised machine learning frameworks on multivariate time series data
VJ Leung, E Ates, B Aksar, AK Coskun
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2021
12021
A Machine Learning Approach to Understanding HPC Application Performance Variation.
B Schwaller, B Aksar, OR Aaziz, E Ates, JM Brandt, A Coskun, M Egele, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States); Sandia …, 2019
12019
AD for Machine Learning Approach to Understanding HPC Application Performance Variation Poster.
B Aksar, B Schwaller, OR Aaziz, E Ates, JM Brandt, A Coskun, M Egele, ...
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States); Sandia …, 2019
12019
Application Performance Insights via System Monitoring.
JM Brandt, AC Gentile, SD Hammond, J Cook, BA Allan, T Tucker, ...
Sandia National Lab.(SNL-CA), Livermore, CA (United States); Sandia National …, 2018
12018
VAIF: Variance-driven Automated Instrumentation Framework
M Toslali, E Ates, D Huye, Z Zhang, L Liu, S Puterman, AK Coskun, ...
ACM SIGOPS Operating Systems Review 56 (1), 42-50, 2022
2022
CoMTE: Counterfactual Explanations for Multivariate Time Series.
E Ates, B Aksar, AK Coskun, VJ Leung
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2021
2021
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