Can I read Distance-Based Separability Index for Datasets on EtoBox?

Distance-Based Separability Index for Datasets by Andrey Bagrov is a document available to read on EtoBox.

What is Distance-Based Separability Index for Datasets about?

1) The document introduces a Distance-based Separability Index (DSI) to measure the separability of datasets independent of classifier models. 2) Existing separability/complexity measures have limitations as they often rely on classifiers or extract limited features from the data. 3) The DSI aims to indicate whether data from different classes have similar distributions without using a classifier, which can help quantify the learning difficulty for a given dataset.

Author

Andrey Bagrov

Language

EN