Dennis Collaris

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 7

Top Topics

Ontology Matching

Scoring Methods

Constrained Clustering

Comparative Evaluation

Top Venues

Publications

Dennis Collaris, Jarke J. van Wijk
StrategyAtlas: Strategy Analysis for Machine Learning Interpretability. IEEE Trans. Vis. Comput. Graph. 29 (6) (2023)
Dennis Collaris, Pratik Gajane, Joost Jorritsma, Jarke J. van Wijk, Mykola Pechenizkiy
LEMON: Alternative Sampling for More Faithful Explanation Through Local Surrogate Models. IDA (2023)
Dennis Collaris, Jarke J. van Wijk
Comparative evaluation of contribution-value plots for machine learning understanding. J. Vis. 25 (1) (2022)
Dennis Collaris, Hilde J. P. Weerts, Daphne Miedema, Jarke J. van Wijk, Mykola Pechenizkiy
Characterizing Data Scientists' Mental Models of Local Feature Importance. NordiCHI (2022)
Dennis Collaris, Jarke J. van Wijk
ExplainExplore: Visual Exploration of Machine Learning Explanations. PacificVis (2020)
Dennis Collaris, Jarke J. van Wijk
Machine learning interpretability through contribution-value plots. VINCI (2020)
Dennis Collaris, Leo M. Vink, Jarke J. van Wijk
Instance-Level Explanations for Fraud Detection: A Case Study. CoRR (2018)