Publications

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ALBADross: Active Learning Based Anomaly Diagnosis for Production HPC Systems

Cluster 2022

Burak Aksar, Efe Sencan, Benjamin Schwaller, Omar Raad Aaziz, Brian Kulis, Ayse K. Coskun, Vitus J. Leung, James M. Brandt

Conference Proceeding – 2022 Conference Proceeding 2022

Concise ML Explanations

Nsard

Vitus J. Leung

Presentation (non-conference) – 2022 Presentation (non-conference) 2022

Concise ML Explanations

Nsard

Vitus J. Leung

Display or Poster (non-conference) – 2022 Display or Poster (non-conference) 2022

Using Monitoring Data to Improve HPC Performance via Network-Data-Driven Allocation

Ieee Hpec

Yijia Zhang, Burak Aksar, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun

Conference Presentation – 2021 Conference Presentation 2021

Using Monitoring Data to Improve HPC Performance via Network-Data-Driven Allocation

Ieee Hpec

Yijia Zhang, Burak Aksar, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun

Conference Proceeding – 2021 Conference Proceeding 2021

E2EWatch: End-to-end Anomaly Diagnosis Framework for Production HPC Systems

Euro-Par 2021

Burak Aksar, Yijia Zhang, Emre Ates, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun

Conference Presentation – 2021 Conference Presentation 2021

Strategies for Matching Process Models to Observational Data

89th MORS Symposium

William Eugene Hart, Vitus J. Leung

https://www.osti.gov/search/identifier:1876708

Conference Presentation – 2021 Conference Presentation 2021

E2EWatch: End-to-end Anomaly Diagnosis Framework for Production HPC Systems

Euro-Par 2021

Burak Aksar, Yijia Zhang, Emre Ates, Omar Raad Aaziz, Benjamin Schwaller, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun

https://www.osti.gov/search/identifier:1873069

Conference Paper – 2021 Conference Paper 2021

CoMTE: Counterfactual Explanations for Multivariate Time Series

ICAPAI 2021 International Conference on Applied Artificial Intelligence

Emre Ates, Burak Aksar, Ayse K. Coskun, Vitus J. Leung

https://www.osti.gov/search/identifier:1866905

Conference Presentation – 2021 Conference Presentation 2021

Proctor: A Semi-Supervised Performance Anomaly Diagnosis Framework for Production HPC Systems

ISC High Performance

Burak Aksar, Yijia Zhang, Emre Ates, Benjamin Schwaller, Omar Raad Aaziz, Vitus J. Leung, James M. Brandt, Manuel Egele, Ayse K. Coskun

https://www.osti.gov/search/identifier:1866057

Conference Proceeding – 2021 Conference Proceeding 2021

Counterfactual Explanations for Multivariate Time Series

ICAPAI 2021 International Conference on Applied Artificial Intelligence

Emre Ates, Burak Aksar, Vitus J. Leung, Ayse K. Coskun

https://www.osti.gov/search/identifier:1864134

Conference Proceeding – 2021 Conference Proceeding 2021

Explainable Machine Learning Frameworks for Managing HPC Systems

MLCS 2020 at SC 2020

Emre Ates, Burak Aksar, Vitus J. Leung, Ayse K. Coskun

https://www.osti.gov/search/identifier:1829224

Conference Presentation – 2020 Conference Presentation 2020

Explainable Machine Learning Frameworks for Managing HPC Systems

2nd workshop on Machine Learning for Computing Systems

Emre Ates, Burak Aksar, Vitus J. Leung, Ayse K. Coskun

https://www.osti.gov/search/identifier:1830968

Conference Paper – 2020 Conference Paper 2020

A Machine Learning Approach to Understanding HPC Application Performance Variation

Supercomputing Conference

Benjamin Schwaller, Burak Aksar, Omar Raad Aaziz, Emre Ates, James M. Brandt, Ayse Coskun, Manuel Egele, Vitus J. Leung

https://www.osti.gov/search/identifier:1642784

Conference Paper – 2019 Conference Paper 2019

AD for Machine Learning Approach to Understanding HPC Application Performance Variation Poster

Supercomputing Conference

Burak Aksar, Benjamin Schwaller, Omar Raad Aaziz, Emre Ates, James M. Brandt, Ayse Coskun, Manuel Egele, Vitus J. Leung

https://www.osti.gov/search/identifier:1642788

Conference Paper – 2019 Conference Paper 2019

Machine Learning for System Software ? Can Computers Manage Computers?

Sandia Machine Learning Deep Learning

Craig Michael Vineyard, Sam Green, Kevin Pedretti, Andrew J Younge, Vitus J. Leung

https://www.osti.gov/search/identifier:1645723

Presentation (non-conference) – 2019 Presentation (non-conference) 2019

Taxonomist: Application Detection through Rich Monitoring Data

Machine Learning Course

Emre Ates, Ozan Tuncer, Ata Turk, Vitus J. Leung, James M. Brandt, Manuel Egele, Ayse K. Coskun

https://www.osti.gov/search/identifier:1645517

Presentation (non-conference) – 2019 Presentation (non-conference) 2019

Level-Spread: A New Job Allocation Policy for Dragonfly Networks

Padal

Yijia Zhang, Ozan Tuncer, Fulya Kaplan, Katzalin Olcoz, Vitus J. Leung, Ayse K. Coskun

https://www.osti.gov/search/identifier:1641012

Conference Paper – 2019 Conference Paper 2019

Statistical Models of Dengue Fever

AusDM 2018The 16th Australasian Data Mining Conference

Hamilton E. Link, Samuel N. Richter, Vitus J. Leung, Randolph Brost, Cynthia Ann Phillips, Andrea Staid

https://www.osti.gov/search/identifier:1575150

Conference Paper – 2018 Conference Paper 2018

Statistical Models of Dengue Fever

The 16th Australasian Data Mining Conference (AusDM 2018)

Hamilton E. Link, Samuel N. Richter, Vitus J. Leung, Randolph Brost, Cynthia Ann Phillips, Andrea Staid

https://www.osti.gov/search/identifier:1593591

Conference Paper – 2018 Conference Paper 2018

Adverse Event Prediction Using Graph-Augmented Temporal Analysis: Final Report

Randolph Brost, Erin E. Carrier, Michelle Carroll, Katrina M. Groth, William Philip Kegelmeyer, Vitus J. Leung, Hamilton E. Link, Andrew John Patterson, Cynthia Ann Phillips, Samuel Richter, David G. Robinson, Andrea Staid, Diane M.-K. Woodbridge

https://www.osti.gov/search/identifier:1530166

SAND Report – 2018 SAND Report 2018

Online Diagnosis of Performance Variation in HPC Systems Using Machine Learning

IEEE Transactions on Parallel and Distributed Systems

Ozan Tuncer, Emre Ates, Yijia Zhang, Ata Turk, James M. Brandt, Vitus J. Leung, Manuel Egele, Ayse K. Coskun

https://www.osti.gov/search/identifier:1474092

Journal Article – 2018 Journal Article 2018

Taxonimist: Application Detection through Rich Monitoring Data

Euro-Par

Emre Ates, Ozan Tuncer, Ata Turk, Vitus J. Leung, James M. Brandt, Manuel Egele, Ayse K. Coskun

https://www.osti.gov/search/identifier:1526818

Conference Paper – 2018 Conference Paper 2018

Level-Spread: A New Job Allocation Policy for Dragonfly Networks

IPDPS - IEEE International Parallel & Distributed Processing Symposium

Yijia Zhang, Ozan Tuncer, Fulya Kaplan, Katzalin Olcoz, Vitus J. Leung, Ayse K. Coskun

https://www.osti.gov/search/identifier:1499224

Conference Paper – 2018 Conference Paper 2018

Event Prediction Using Graph-Augmented Temporal Analysis

CoDA 2018Conference on Data Analytics

Randolph Brost, Vitus J. Leung, Hamilton E. Link, Cynthia Ann Phillips, Andrea Staid

https://www.osti.gov/search/identifier:1498238

Conference Paper – 2018 Conference Paper 2018
Document Title Type Year
Results 1–25 of 103