Dennis Collaris

According to our database, Dennis Collaris authored at least 8 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

RATE-Analytics: Next Generation Predictive Analytics for Data-Driven Banking and Insurance.

Dennis Collaris, Mykola Pechenizkiy, Jarke J. van Wijk

Proceedings of the Commit2Data, 2024

2023

StrategyAtlas: Strategy Analysis for Machine Learning Interpretability.

Dennis Collaris, Jarke J. van Wijk

IEEE Trans. Vis. Comput. Graph., June, 2023

LEMON: Alternative Sampling for More Faithful Explanation Through Local Surrogate Models.

Dennis Collaris, Pratik Gajane, Joost Jorritsma, Jarke J. van Wijk, Mykola Pechenizkiy

Proceedings of the Advances in Intelligent Data Analysis XXI, 2023

2022

Comparative evaluation of contribution-value plots for machine learning understanding.

Dennis Collaris, Jarke J. van Wijk

J. Vis., 2022

Characterizing Data Scientists' Mental Models of Local Feature Importance.

Dennis Collaris, Hilde J. P. Weerts, Daphne Miedema, Jarke J. van Wijk, Mykola Pechenizkiy

Proceedings of the NordiCHI '22: Nordic Human-Computer Interaction Conference, Aarhus, Denmark, October 8, 2022

2020

Machine learning interpretability through contribution-value plots.

Dennis Collaris, Jarke J. van Wijk

Proceedings of the VINCI 2020: The 13th International Symposium on Visual Information Communication and Interaction, 2020

ExplainExplore: Visual Exploration of Machine Learning Explanations.

Dennis Collaris, Jarke J. van Wijk

Proceedings of the 2020 IEEE Pacific Visualization Symposium, 2020

2018

Instance-Level Explanations for Fraud Detection: A Case Study.

Dennis Collaris, Leo M. Vink, Jarke J. van Wijk

CoRR, 2018