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Dennis Collaris
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ExplainExplore: Visual Exploration of Machine Learning Explanations
D Collaris, JJ van Wijk
2020 IEEE Pacific Visualization Symposium (PacificVis), 26-35, 2020
282020
Instance-Level Explanations for Fraud Detection: A Case Study
D Collaris, LM Vink, JJ van Wijk
ICML Workshop on Human Interpretability in Machine Learning, 28-33, 2018
272018
Strategyatlas: Strategy analysis for machine learning interpretability
D Collaris, J Van Wijk
IEEE Transactions on Visualization and Computer Graphics, 2022
32022
Comparative evaluation of contribution-value plots for machine learning understanding
D Collaris, JJ van Wijk
Journal of Visualization 25 (1), 47–57, 2021
12021
Machine learning interpretability through contribution-value plots
D Collaris, JJ van Wijk
Proceedings of the 13th International Symposium on Visual Information …, 2020
12020
Characterizing Data Scientists’ Mental Models of Local Feature Importance
D Collaris, HJP Weerts, D Miedema, JJ van Wijk, M Pechenizkiy
Nordic Human-Computer Interaction Conference, 1-12, 2022
2022
Interactive Visualization for Interpretable Machine Learning
D Collaris
PhD Thesis. Eindhoven University of Technology. https://pure.tue.nl/ws …, 2022
2022
Instance-level decision visualization of Random Forest models
D Collaris
MSc thesis. Eindhoven University of Technology. https://pure.tue.nl/ws …, 2018
2018
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