October 05, 2020 conference-paper Open access Aachen paper

Adoption and Effects of Software Engineering Best Practices in Machine Learning

Proceedings of the ... ACM-IEEE International Symposium on Empirical Software Engineering and Measurement/International Symposium on Empirical Software Engineering and Measurement, pp. 1–12

DOI: 10.1145/3382494.3410681 Full text (OA) OpenAlex

Abstract

Background. The increasing reliance on applications with machine learning (ML) components calls for mature engineering techniques that ensure these are built in a robust and future-proof manner.

Authors 1

Koen van der Blom Aachen

Leiden University

Affiliation as printed

LIACS, Leiden University, Leiden, Netherlands

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References 18

SMOTE: Synthetic Minority Over-sampling Technique
2002 Journal of Artificial Intelligence Research article Computer Science Imbalanced Data Classification Techniques Open access

33,060

citations
Automated Machine Learning
2019 The Springer series on challenges in machine learning book Computer Science Machine Learning and Data Classification Open access

1,494

citations
Guidelines for including grey literature and conducting multivocal literature reviews in software engineering
2018 Information and Software Technology article Computer Science Software Engineering Research Open access

813

citations
TFX
2017 ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD) conference-paper Computer Science Software Engineering Techniques and Practices Open access

351

citations
The ML test score: A rubric for ML production readiness and technical debt reduction
2017 IEEE International Conference on Big Data (BigData) conference-paper Computer Science Software Testing and Debugging Techniques

298

citations
SMOTE for Regression
2013 Lecture notes in computer science conference-paper Computer Science Imbalanced Data Classification Techniques Open access

271

citations
Principles of survey research part 2
2002 ACM SIGSOFT Software Engineering Notes article Social Sciences Survey Methodology and Nonresponse

233

citations
How Social and Communication Channels Shape and Challenge a Participatory Culture in Software Development
2016 IEEE Transactions on Software Engineering article Computer Science Open Source Software Innovations

222

citations
Software Engineering Challenges of Deep Learning
2018 Euromicro Conference on Software Engineering and Advanced Applications (SEAA) conference-paper Computer Science Software Engineering Techniques and Practices Open access

203

citations
A Taxonomy of Software Engineering Challenges for Machine Learning Systems: An Empirical Investigation
2019 Lecture notes in business information processing conference-paper Computer Science Software Engineering Techniques and Practices Open access

203

citations
Adoption and Effects of Software Engineering Best Practices in Machine Learning
2020 Proceedings of the ... ACM-IEEE International Symposium on Empirical Software Engineering and Measurement/International Symposium on Empirical Software Engineering and Measurement conference-paper Computer Science Software Engineering Techniques and Practices Open access

104

citations
How Do Engineers Perceive Difficulties in Engineering of Machine-Learning Systems? - Questionnaire Survey
2019 conference-paper Computer Science Software Engineering Techniques and Practices

101

citations
ModelOps: Cloud-Based Lifecycle Management for Reliable and Trusted AI
2019 IEEE International Conference on Cloud Engineering conference-paper Decision Sciences Scientific Computing and Data Management

98

citations
Software Engineering for Machine-Learning Applications: The Road Ahead
2018 IEEE Software article Business, Management and Accounting Big Data and Business Intelligence

96

citations
Studying Software Engineering Patterns for Designing Machine Learning Systems
2019 International Workshop on Empirical Software Engineering in Practice (IWESEP) conference-paper Computer Science Software Engineering Techniques and Practices Open access

89

citations
Versioning for End-to-End Machine Learning Pipelines
2017 conference-paper Decision Sciences Scientific Computing and Data Management

30

citations
Bias and Changes in Perceived Intensity of Verbal Qualifiers Effected by Scale Orientation
2007 Survey research methods article Decision Sciences Psychometric Methodologies and Testing Open access

30

citations
W2998064020
details pending

0

citations

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