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2018 IEEE

International Workshop on Machine Learning Techniques for Software

Quality Evaluation (MaLTeSQuE)

Proceedings

Francesca Arcelli Fontana, Bartosz Walter, Apostolos Ampatzoglou, and Fabio Palomba

March 20, 2018

Campobasso, Italy

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2018 IEEE

International Workshop

on Machine Learning Techniques for Software Quality Evaluation (MaLTeSQuE)

IEEE Catalog Number: CFP18L54-ART ISBN: 978-1-5386-5920-5

Copyright and Reprint Permission:

Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S.

copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Operations Center, 445 Hoes Lane, P.O. Box 1331, Piscataway, NJ 08855-1331.

All rights reserved.

Copyright c 2018 by the Institute of Electrical and Electronics Engineers

Production:

Conference Publishing Consulting, D-94034 Passau, Germany

info@conference-publishing.com

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Author Index

Bacchelli, Alberto . . . 43

Bisesser, Dinesh . . . 43

Catolino, Gemma . . . 25

Chrysovergis, Ilias . . . 49

De Lucia, Andrea . . . 7

Diamantopoulos, Themistoklis . 49 Di Nucci, Dario . . . 7

Ferrucci, Filomena . . . 25

Gall, Harald C. . . 19

Geremia, Salvatore . . . 1

Golagha, Mojdeh . . . 13

Grano, Giovanni . . . 19

Huch, Fabian . . . 13

Knyazev, Norman . . . 43

Krauss, Alexander . . . 13

Li, Shanshan . . . 37

Liao, Xiangke . . . 37

Nadeem, Azqa . . . 43

Panichella, Sebastiano . . . 19

Papamichail, Michail . . . 49

Pascarella, Luca . . . 43

Petrovska, Ana . . . 13

Pinzger, Martin . . . 31

Ram, Achyudh . . . 43

Samlidis, Philippos . . . 49

Symeonidis, Andreas . . . 49

Tamburri, Damian A. . . 1

Titov, Timofey V. . . 19

Vidács, László . . . 31

Xiong, Yun . . . 37

Xu, Xiangyang . . . 37

Yang, Shazhou . . . 37

Zhang, Yuanliang . . . 37

55

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Contents

Frontmatter

Message from the Chairs . . . . iii

Defects and Anomalies

Varying Defect Prediction Approaches during Project Evolution: A Preliminary Investigation

Salvatore Geremia and Damian A. Tamburri —University of Molise, Italy; Eindhoven University of Technology, Netherlands . . . 1 The Role of Meta-Learners in the Adaptive Selection of Classifiers

Dario Di Nucci and Andrea De Lucia —Vrije Universiteit Brussel, Belgium; University of Salerno, Italy . . . . 7 Machine Learning-Based Run-Time Anomaly Detection in Software Systems: An Industrial Evaluation

Fabian Huch, Mojdeh Golagha, Ana Petrovska, and Alexander Krauss —TU Munich, Germany; QAware, Germany. . . . 13

Change Analysis and Testing

How High Will It Be? Using Machine Learning Models to Predict Branch Coverage in Automated Testing

Giovanni Grano, Timofey V. Titov, Sebastiano Panichella, and Harald C. Gall —University of Zurich, Switzerland . . . . 19 Ensemble Techniques for Software Change Prediction: A Preliminary Investigation

Gemma Catolino and Filomena Ferrucci —University of Salerno, Italy . . . . 25 Co-evolution Analysis of Production and Test Code by Learning Association Rules of Changes

László Vidács and Martin Pinzger —University of Szeged, Hungary; University of Klagenfurt, Austria . . . . 31

User-Oriented Machine Learning for Software Quality Assessment

ConfigFile++: Automatic Comment Enhancement for Misconfiguration Prevention

Yuanliang Zhang, Shanshan Li, Xiangyang Xu, Xiangke Liao, Shazhou Yang, and Yun Xiong —National University of Defense Technology, China; Fudan University, China. . . . 37 Investigating Type Declaration Mismatches in Python

Luca Pascarella, Achyudh Ram, Azqa Nadeem, Dinesh Bisesser, Norman Knyazev, and Alberto Bacchelli —Delft University of Technology, Netherlands; University of Zurich, Switzerland . . . . 43 User-Perceived Reusability Estimation Based on Analysis of Software Repositories

Michail Papamichail, Themistoklis Diamantopoulos, Ilias Chrysovergis, Philippos Samlidis, and Andreas Symeonidis —University of Thessaloniki, Greece. . . . 49

Author Index . . . . 55

vi

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