Search Results for author: Ansaf Salleb-Aouissi

Found 6 papers, 0 papers with code

M-DEW: Extending Dynamic Ensemble Weighting to Handle Missing Values

no code implementations30 Apr 2024 Adam Catto, Nan Jia, Ansaf Salleb-Aouissi, Anita Raja

Missing value imputation is a crucial preprocessing step for many machine learning problems.

AutoML Imputation

Counterfactual Explanations for Support Vector Machine Models

no code implementations14 Dec 2022 Sebastian Salazar, Samuel Denton, Ansaf Salleb-Aouissi

We tackle the problem of computing counterfactual explanations -- minimal changes to the features that flip an undesirable model prediction.

counterfactual valid

Automated Symbolic Law Discovery: A Computer Vision Approach

no code implementations AAAI 2021 Hengrui Xing, Ansaf Salleb-Aouissi, Nakul Verma

This is not a trivial problem as it involves searching for a complex mathematical relationship over a large set of explanatory variables and operators that can be combined in an infinite number of ways.

Super-Resolution

A Weighted Solution to SVM Actionability and Interpretability

no code implementations6 Dec 2020 Samuel Marc Denton, Ansaf Salleb-Aouissi

Actionability is as important as interpretability or explainability of machine learning models, an ongoing and important research topic.

BIG-bench Machine Learning

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