Machine learning and configurable systems: A gentle introduction

Hugo Martin; Juliana Alves Pereira; Mathieu Acher; Paul Temple

doi:10.1145/3336294.3342383

Machine learning and configurable systems: A gentle introduction

Hugo Martin, Juliana Alves Pereira, Mathieu Acher, Paul Temple

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

Abstract

The goal of this tutorial is to give an introduction to how machine learning can be used to support activities related to the engineering of configurable systems and software product lines. To the best of our knowledge, this is the first practical tutorial in this trending field. The tutorial is based on a systematic literature review and includes practical tasks (specialization, performance prediction) on real-world systems (VaryLaTeX, x264).

Original language	English
Title of host publication	SPLC 2019 - 23rd International Systems and Software Product Line Conference
Editors	Thorsten Berger, Philippe Collet, Laurence Duchien, Thomas Fogdal, Patrick Heymans, Timo Kehrer, Jabier Martinez, Raul Mazo, Leticia Montalvillo, Camille Salinesi, Xhevahire Ternava, Thomas Thum, Tewfik Ziadi
Publisher	Association for Computing Machinery
ISBN (Electronic)	9781450371384
DOIs	https://doi.org/10.1145/3336294.3342383
Publication status	Published - 9 Sept 2019
Externally published	Yes
Event	23rd International Systems and Software Product Line Conference, SPLC 2019, co-located with the 13th European Conference on Software Architecture, ECSA 2019 - Paris, France Duration: 9 Sept 2019 → 13 Sept 2019

Publication series

Name	ACM International Conference Proceeding Series
Volume	A

Conference

Conference	23rd International Systems and Software Product Line Conference, SPLC 2019, co-located with the 13th European Conference on Software Architecture, ECSA 2019
Country/Territory	France
City	Paris
Period	9/09/19 → 13/09/19

Keywords

Configurable systems
Machine learning
Software product lines

Access to Document

10.1145/3336294.3342383

Cite this

Martin, H., Pereira, J. A., Acher, M., & Temple, P. (2019). Machine learning and configurable systems: A gentle introduction. In T. Berger, P. Collet, L. Duchien, T. Fogdal, P. Heymans, T. Kehrer, J. Martinez, R. Mazo, L. Montalvillo, C. Salinesi, X. Ternava, T. Thum, & T. Ziadi (Eds.), SPLC 2019 - 23rd International Systems and Software Product Line Conference (ACM International Conference Proceeding Series; Vol. A). Association for Computing Machinery. https://doi.org/10.1145/3336294.3342383

Martin, Hugo ; Pereira, Juliana Alves ; Acher, Mathieu et al. / Machine learning and configurable systems : A gentle introduction. SPLC 2019 - 23rd International Systems and Software Product Line Conference. editor / Thorsten Berger ; Philippe Collet ; Laurence Duchien ; Thomas Fogdal ; Patrick Heymans ; Timo Kehrer ; Jabier Martinez ; Raul Mazo ; Leticia Montalvillo ; Camille Salinesi ; Xhevahire Ternava ; Thomas Thum ; Tewfik Ziadi. Association for Computing Machinery, 2019. (ACM International Conference Proceeding Series).

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title = "Machine learning and configurable systems: A gentle introduction",

abstract = "The goal of this tutorial is to give an introduction to how machine learning can be used to support activities related to the engineering of configurable systems and software product lines. To the best of our knowledge, this is the first practical tutorial in this trending field. The tutorial is based on a systematic literature review and includes practical tasks (specialization, performance prediction) on real-world systems (VaryLaTeX, x264).",

keywords = "Configurable systems, Machine learning, Software product lines",

author = "Hugo Martin and Pereira, \{Juliana Alves\} and Mathieu Acher and Paul Temple",

note = "Publisher Copyright: {\textcopyright} 2019 ACM.; 23rd International Systems and Software Product Line Conference, SPLC 2019, co-located with the 13th European Conference on Software Architecture, ECSA 2019 ; Conference date: 09-09-2019 Through 13-09-2019",

year = "2019",

month = sep,

day = "9",

doi = "10.1145/3336294.3342383",

language = "English",

series = "ACM International Conference Proceeding Series",

publisher = "Association for Computing Machinery",

editor = "Thorsten Berger and Philippe Collet and Laurence Duchien and Thomas Fogdal and Patrick Heymans and Timo Kehrer and Jabier Martinez and Raul Mazo and Leticia Montalvillo and Camille Salinesi and Xhevahire Ternava and Thomas Thum and Tewfik Ziadi",

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Martin, H, Pereira, JA, Acher, M & Temple, P 2019, Machine learning and configurable systems: A gentle introduction. in T Berger, P Collet, L Duchien, T Fogdal, P Heymans, T Kehrer, J Martinez, R Mazo, L Montalvillo, C Salinesi, X Ternava, T Thum & T Ziadi (eds), SPLC 2019 - 23rd International Systems and Software Product Line Conference. ACM International Conference Proceeding Series, vol. A, Association for Computing Machinery, 23rd International Systems and Software Product Line Conference, SPLC 2019, co-located with the 13th European Conference on Software Architecture, ECSA 2019, Paris, France, 9/09/19. https://doi.org/10.1145/3336294.3342383

Machine learning and configurable systems: A gentle introduction. / Martin, Hugo; Pereira, Juliana Alves; Acher, Mathieu et al.
SPLC 2019 - 23rd International Systems and Software Product Line Conference. ed. / Thorsten Berger; Philippe Collet; Laurence Duchien; Thomas Fogdal; Patrick Heymans; Timo Kehrer; Jabier Martinez; Raul Mazo; Leticia Montalvillo; Camille Salinesi; Xhevahire Ternava; Thomas Thum; Tewfik Ziadi. Association for Computing Machinery, 2019. (ACM International Conference Proceeding Series; Vol. A).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Temple, Paul

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KW - Machine learning

KW - Software product lines

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M3 - Conference contribution

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A2 - Duchien, Laurence

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A2 - Kehrer, Timo

A2 - Martinez, Jabier

A2 - Mazo, Raul

A2 - Montalvillo, Leticia

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Martin H, Pereira JA, Acher M, Temple P. Machine learning and configurable systems: A gentle introduction. In Berger T, Collet P, Duchien L, Fogdal T, Heymans P, Kehrer T, Martinez J, Mazo R, Montalvillo L, Salinesi C, Ternava X, Thum T, Ziadi T, editors, SPLC 2019 - 23rd International Systems and Software Product Line Conference. Association for Computing Machinery. 2019. (ACM International Conference Proceeding Series). doi: 10.1145/3336294.3342383

Machine learning and configurable systems: A gentle introduction

Abstract

Publication series

Conference

Keywords

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Cite this