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ICSE 2020
Wed 24 June - Thu 16 July 2020
Wed 8 Jul 2020 15:16 - 15:24 at Goguryeo - A8-Machine Learning and Models Chair(s): Liliana Pasquale

Machine learning applied to software engineering tasks can be improved by hyperparameter optimization, i.e., automatic tools that find good settings for a learner’s control parameters. We show that such hyperparameter optimization can be unnecessarily slow, particularly when the optimizers waste time exploring “redundant tunings”, i.e., pairs of tunings which lead to indistinguishable results. By ignoring redundant tunings, DODGE, a tuning tool, runs orders of magnitude faster, while also generating learners with more accurate predictions than seen in prior state-of-the-art approaches.

This paper was TSE-2019-01-0041.R2, accepted for publication to IEEE TSE, Sept 25, 2019.The paper is on-line at IEEE Xplore at https://ieeexplore.ieee.org/document/8854183. A pre-print is also available at https://arxiv.org/pdf/1902.01838.pdf

Wed 8 Jul
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icse-2020-paper-presentations
15:00 - 16:00: Paper Presentations - A8-Machine Learning and Models at Goguryeo
Chair(s): Liliana PasqualeUniversity College Dublin & Lero
icse-2020-Journal-First15:00 - 15:08
Talk
Zhe YuNORTH CAROLINA STATE UNIVERSITY, Chris TheisenMicrosoft, Laurie WilliamsNorth Carolina State University, Tim MenziesNorth Carolina State University
icse-2020-Journal-First15:08 - 15:16
Talk
Gema Rodríguez-PérezUniversity of Waterloo, Canada, Gregorio RoblesUniversidad Rey Juan Carlos, Alexander SerebrenikEindhoven University of Technology, Andy ZaidmanTU Delft, Daniel M. GermanUniversity of Victoria, Jesus M. Gonzalez-BarahonaUniversidad Rey Juan Carlos
DOI Pre-print
icse-2020-Journal-First15:16 - 15:24
Talk
Amritanshu AgrawalWayfair, Wei FuLanding AI, Di ChenNorth Carolina State University, USA, Xipeng ShenNorth Carolina State University, Tim MenziesNorth Carolina State University
icse-2020-papers15:24 - 15:36
Talk
Simos GerasimouUniversity of York, UK, Hasan Ferit EniserMPI-SWS, Alper SenBogazici University, Turkey, Alper ÇakanBogazici University, Turkey
icse-2020-papers15:36 - 15:48
Talk
Sameer ReddyUniversity of California, Berkeley, Caroline LemieuxUniversity of California, Berkeley, Rohan PadhyeCarnegie Mellon University, Koushik SenUniversity of California, Berkeley
icse-2020-Journal-First15:48 - 15:56
Talk
Gopi Krishnan RajbahadurQueen's University, Shaowei WangMississippi State University, Yasutaka KameiKyushu University, Ahmed E. HassanQueen's University