Glossario IA

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LIME for text

Specific application of LIME to natural language processing models, where perturbations involve deleting or replacing words to identify the most influential terms on classification or sentiment prediction.

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LIME for images

Variant of LIME adapted to convolutional neural networks, which segments an image into superpixels and perturbs their presence to identify the most determining visual regions for the model's prediction.

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Feature Interaction Attribution

Set of techniques aimed at quantifying and attributing the effect of interactions between pairs of features on a model's prediction, going beyond individual additive effects.