96 citations · 433 across the 13 of their papers we have counts for
14 papers
Data Balancing Improves Self-Admitted Technical Debt Detection
Murali Sridharan, Mika Mantyla, Leevi Rantala +1
A high imbalance exists between technical debt and non-technical debt source code comments. Such imbalance affects Self-Admitted Technical Debt (SATD) detection performance, and ex…
6G White Paper on Machine Learning in Wireless Communication Networks
Samad Ali, Walid Saad, Nandana Rajatheva +24
The focus of this white paper is on machine learning (ML) in wireless communications. 6G wireless communication networks will be the backbone of the digital transformation of socie…
Chat activity is a better predictor than chat sentiment on software developers productivity
Miikka Kuutila, Mika Mäntylä, Maëlick Claes
Recent works have proposed that software developers' positive emotion has a positive impact on software developers' productivity. In this paper we investigate two data sources: dev…
20-MAD -- 20 Years of Issues and Commits of Mozilla and Apache Development
Maëlick Claes, Mika Mäntylä
Data of long-lived and high profile projects is valuable for research on successful software engineering in the wild. Having a dataset with different linked software repositories o…
Time Pressure in Software Engineering: A Systematic Review
Miikka Kuutila, Mika Mäntylä, Umar Farooq +1
Large project overruns and overtime work have been reported in the software industry, resulting in additional expense for companies and personal issues for developers. The present…
Using Experience Sampling to link Software Repositories with Emotions and Work Well-Being
Miikka Kuutila, Mika Mäntylä, Maëlick Claes +2
Background: The experience sampling method studies everyday experiences of humans in natural environments. In psychology it has been used to study the relationships between work we…
Measuring LDA Topic Stability from Clusters of Replicated Runs
Mika Mäntylä, Maëlick Claes, Umar Farooq
Background: Unstructured and textual data is increasing rapidly and Latent Dirichlet Allocation (LDA) topic modeling is a popular data analysis methods for it. Past work suggests t…
On the Use of Emoticons in Open Source Software Development
Maëlick Claes, Mika Mäntylä, Umar Farooq
Background: Using sentiment analysis to study software developers' behavior comes with challenges such as the presence of a large amount of technical discussion unlikely to express…
Towards Identifying Paid Open Source Developers - A Case Study with Mozilla Developers
Maëlick Claes, Mika Mäntylä, Miikka Kuutila +1
Open source development contains contributions from both hired and volunteer software developers. Identification of this status is important when we consider the transferability of…
Natural Language or Not (NLoN) - A Package for Software Engineering Text Analysis Pipeline
Mika V. Mäntylä, Fabio Calefato, Maelick Claes
The use of natural language processing (NLP) is gaining popularity in software engineering. In order to correctly perform NLP, we must pre-process the textual information to separa…
Do Programmers Work at Night or During the Weekend?
Maëlick Claes, Mika Mäntylä, Miikka Kuutila +1
Abnormal working hours can reduce work health, general well-being, and productivity, independent from a profession. To inform future approaches for automatic stress and overload de…
Abnormal Working Hours: Effect of Rapid Releases and Implications to Work Content
Maëlick Claes, Mika Mäntylä, Miikka Kuutila +1
During the past years, overload at work leading to psychological diseases, such as burnouts, have drawn more public attention. This paper is a preliminary step toward an analysis o…
Bootstrapping a Lexicon for Emotional Arousal in Software Engineering
Mika V. Mäntylä, Nicole Novielli, Filippo Lanubile +2
Emotional arousal increases activation and performance but may also lead to burnout in software development. We present the first version of a Software Engineering Arousal lexicon…
Reviewing Literature on Time Pressure in Software Engineering and Related Professions - Computer Assisted Interdisciplinary Literature Review
Miikka Kuutila, Mika V. Mäntylä, Maëlick Claes +1
During the past years, psychological diseases related to unhealthy work environments, such as burnouts, have drawn more and more public attention. One of the known causes of these…