7 citations · 10 across the 4 of their papers we have counts for
4 papers
Rashomon effect in Educational Research: Why More is Better Than One for Measuring the Importance of the Variables?
Jakub Kuzilek, Mustafa Çavuş
This study explores how the Rashomon effect influences variable importance in the context of student demographics used for academic outcomes prediction. Our research follows the wa…
From XAI to MLOps: Explainable Concept Drift Detection with Profile Drift Detection
Ugur Dar, Mustafa Cavus
Predictive models often degrade in performance due to evolving data distributions, a phenomenon known as data drift. Among its forms, concept drift, where the relationship between…
An effect analysis of the balancing techniques on the counterfactual explanations of student success prediction models
Mustafa Cavus, Jakub Kuzilek
In the past decade, we have experienced a massive boom in the usage of digital solutions in higher education. Due to this boom, large amounts of data have enabled advanced data ana…
Explainable bank failure prediction models: Counterfactual explanations to reduce the failure risk
Seyma Gunonu, Gizem Altun, Mustafa Cavus
The accuracy and understandability of bank failure prediction models are crucial. While interpretable models like logistic regression are favored for their explainability, complex…