8 citations · 9 across the 3 of their papers we have counts for
3 papers
Pairwise Difference Learning for Classification
Mohamed Karim Belaid, Maximilian Rabus, Eyke Hüllermeier
Pairwise difference learning (PDL) has recently been introduced as a new meta-learning technique for regression. Instead of learning a mapping from instances to outcomes in the sta…
Optimizing Data Shapley Interaction Calculation from O(2^n) to O(t n^2) for KNN models
Mohamed Karim Belaid, Dorra El Mekki, Maximilian Rabus +1
With the rapid growth of data availability and usage, quantifying the added value of each training data point has become a crucial process in the field of artificial intelligence.…
Do We Need Another Explainable AI Method? Toward Unifying Post-hoc XAI Evaluation Methods into an Interactive and Multi-dimensional Benchmark
Mohamed Karim Belaid, Eyke Hüllermeier, Maximilian Rabus +1
In recent years, Explainable AI (xAI) attracted a lot of attention as various countries turned explanations into a legal right. xAI allows for improving models beyond the accuracy…