Cláudio T. Silva

FADEx: Feature Attribution and Distortion-based Explanation of Dimensionality Reduction

Dimensionality Reduction (DR) is a fundamental tool for high-dimensional data exploration, reducing the complexity of latent spaces of machine learning models, and assisting in the explanation of complex opaque models. However, non-linear DR techniques often function as opaque transformations themselves, making it chal...