WAIN@ICSE

Publications

2021

1st IEEE/ACM Workshop on AI Engineering - Software Engineering for AI, WAIN@ICSE 2021, Madrid, Spain, May 30-31, 2021 WAIN@ICSE (2021)
Sasu Mäkinen, Henrik Skogström, Eero Laaksonen, Tommi Mikkonen
Who Needs MLOps: What Data Scientists Seek to Accomplish and How Can MLOps Help? WAIN@ICSE (2021)
Petra Heck, Gerard Schouten
Lessons Learned from Educating AI Engineers. WAIN@ICSE (2021)
Luigi Lavazza, Sandro Morasca
Understanding and Modeling AI-Intensive System Development. WAIN@ICSE (2021)
Sophia J. Abraham, Zachariah Carmichael, Sreya Banerjee, Rosaura G. VidalMata, Ankit Agrawal, Md Nafee Al Islam, Walter J. Scheirer, Jane Cleland-Huang
Adaptive Autonomy in Human-on-the-Loop Vision-Based Robotics Systems. WAIN@ICSE (2021)
Tinghui Ouyang, Vicent Sanz Marco, Yoshinao Isobe, Hideki Asoh, Yutaka Oiwa, Yoshiki Seo
Corner Case Data Description and Detection. WAIN@ICSE (2021)
Hergys Rexha, Sébastien Lafond
Data Collection and Utilization Framework for Edge AI Applications. WAIN@ICSE (2021)
Grace A. Lewis, Stephany Bellomo, Ipek Ozkaya
Characterizing and Detecting Mismatch in Machine-Learning-Enabled Systems. WAIN@ICSE (2021)
Hans-Martin Heyn, Eric Knauss, Amna Pir Muhammad, Olof Eriksson, Jennifer Linder, Padmini Subbiah, Shameer Kumar Pradhan, Sagar Tungal
Requirement Engineering Challenges for AI-intense Systems Development. WAIN@ICSE (2021)
Matteo Camilli, Michael Felderer, Andrea Giusti, Dominik T. Matt, Anna Perini, Barbara Russo, Angelo Susi
Towards Risk Modeling for Collaborative AI. WAIN@ICSE (2021)
Miroslaw Staron, Helena Odenstedt Hergés, Silvana Naredi, Linda Block, Ali El-Merhi, Richard Vithal, Mikael Elam
Robust Machine Learning in Critical Care - Software Engineering and Medical Perspectives. WAIN@ICSE (2021)
Akriti Chadda, Kelly Song, Raman Chandrasekar, Ian Gorton
Engineering an Intelligent Essay Scoring and Feedback System: An Experience Report. WAIN@ICSE (2021)
Filippo Lanubile, Fabio Calefato, Luigi Quaranta, Maddalena Amoruso, Fabio Fumarola, Michele Filannino
Towards Productizing AI/ML Models: An Industry Perspective from Data Scientists. WAIN@ICSE (2021)
Roger Creus Castanyer, Silverio Martínez-Fernández, Xavier Franch
Integration of Convolutional Neural Networks in Mobile Applications. WAIN@ICSE (2021)
Yuanhao Xie, Luis Cruz, Petra Heck, Jan S. Rellermeyer
Systematic Mapping Study on the Machine Learning Lifecycle. WAIN@ICSE (2021)
Juha-Pekka Joutsenlahti, Timo Lehtonen, Mikko Raatikainen, Elina Kettunen, Tommi Mikkonen
Challenges and Governance Solutions for Data Science Services based on Open Data and APIs. WAIN@ICSE (2021)
Bart van Oort, Luis Cruz, Maurício Aniche, Arie van Deursen
The Prevalence of Code Smells in Machine Learning projects. WAIN@ICSE (2021)
Qunying Song, Emelie Engström, Per Runeson
Concepts in Testing of Autonomous Systems: Academic Literature and Industry Practice. WAIN@ICSE (2021)
Tuomas Granlund, Aleksi Kopponen, Vlad Stirbu, Lalli Myllyaho, Tommi Mikkonen
MLOps Challenges in Multi-Organization Setup: Experiences from Two Real-World Cases. WAIN@ICSE (2021)
Milan Unger
Data acquisition and the implications of machine learning in the development of a Clinical Decision Support system. WAIN@ICSE (2021)
Henry Muccini, Karthik Vaidhyanathan
Software Architecture for ML-based Systems: What Exists and What Lies Ahead. WAIN@ICSE (2021)
Alex Serban, Koen van der Blom, Holger H. Hoos, Joost Visser
Practices for Engineering Trustworthy Machine Learning Applications. WAIN@ICSE (2021)
Armin Catovic, Carolyn Cartwright, Yasmin Tesfaldet Gebreyesus, Simone Ferlin
Linnaeus: A highly reusable and adaptable ML based log classification pipeline. WAIN@ICSE (2021)