Diagnosing Performance Variations in HPC Applications Using Machine Learning. - Ozan Tuncer; Emre Ates; Yijia Zhang 002; Ata Turk; Jim M. Brandt; Vitus J. Leung; Manuel Egele; Ayse K. Coskun (ISC, 2017)

Taxonomist: Application Detection Through Rich Monitoring Data. - Emre Ates; Ozan Tuncer; Ata Turk; Vitus J. Leung; Jim M. Brandt; Manuel Egele; Ayse K. Coskun (Euro-Par, 2018)

Tangram: Colocating HPC Applications with Oversubscription. - Qingqing Xiong; Emre Ates; Martin C. Herbordt; Ayse K. Coskun (HPEC, 2018)

An automated, cross-layer instrumentation framework for diagnosing performance problems in distributed applications. - Emre Ates; Lily Sturmann; Mert Toslali; Orran Krieger; Richard Megginson; Ayse K. Coskun; Raja R. Sambasivan (SoCC, 2019)

HPAS: An HPC Performance Anomaly Suite for Reproducing Performance Variations. - Emre Ates; Yijia Zhang 002; Burak Aksar; Jim M. Brandt; Vitus J. Leung; Manuel Egele; Ayse K. Coskun (ICPP, 2019)

Online Diagnosis of Performance Variation in HPC Systems Using Machine Learning. - Ozan Tuncer; Emre Ates; Yijia Zhang 002; Ata Turk; Jim M. Brandt; Vitus J. Leung; Manuel Egele; Ayse K. Coskun (IEEE Trans. Parallel Distributed Syst., 2019)

Counterfactual Explanations for Machine Learning on Multivariate Time Series Data. - Emre Ates; Burak Aksar; Vitus J. Leung; Ayse K. Coskun (CoRR, 2020)

Automating telemetry- and trace-based analytics on large-scale distributed systems - Emre Ates (2020)

Automating instrumentation choices for performance problems in distributed applications with VAIF. - Mert Toslali; Emre Ates; Alex Ellis; Zhaoqi Zhang; Darby Huye; Lan Liu; Samantha Puterman; Ayse K. Coskun; Raja R. Sambasivan (SoCC, 2021)

Proctor: A Semi-Supervised Performance Anomaly Diagnosis Framework for Production HPC Systems. - Burak Aksar; Yijia Zhang 002; Emre Ates; Benjamin Schwaller; Omar Aaziz; Vitus J. Leung; Jim M. Brandt; Manuel Egele; Ayse K. Coskun (ISC, 2021)

VAIF: Variance-driven Automated Instrumentation Framework. - Mert Toslali; Emre Ates; Darby Huye; Zhaoqi Zhang; Lan Liu; Samantha Puterman; Ayse K. Coskun; Raja R. Sambasivan (ACM SIGOPS Oper. Syst. Rev., 2022)

Praxi: Cloud Software Discovery That Learns From Practice. - Anthony Byrne; Emre Ates; Ata Turk; Vladimir Pchelin; Sastry S. Duri; Shripad Nadgowda; Canturk Isci; Ayse K. Coskun (IEEE Trans. Cloud Comput., 2022)