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CE Ayad

2 papers hereh-index 13 citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedFeature Importance Depends on Properties of the Data: Towards Choosing the Correct Explanations for Your Data and Decision Trees based Models

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2025★ 1 cited

Feature Importance Depends on Properties of the Data: Towards Choosing the Correct Explanations for Your Data and Decision Trees based Models

Célia Wafa Ayad, Thomas Bonnier, Benjamin Bosch +2

In order to ensure the reliability of the explanations of machine learning models, it is crucial to establish their advantages and limits and in which case each of these methods ou…

cs.LG2023

Shapley Chains: Extending Shapley Values to Classifier Chains

Célia Wafa Ayad, Thomas Bonnier, Benjamin Bosch +1

In spite of increased attention on explainable machine learning models, explaining multi-output predictions has not yet been extensively addressed. Methods that use Shapley values…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.