Scikit-Dimension: A Python Package for Intrinsic Dimension Estimation

Dealing with uncertainty in applications of machine learning to real-life data critically depends on the knowledge of intrinsic dimensionality (ID). A number of methods have been suggested for the purpose of estimating ID, but no standard package to easily apply them one by one or all at once has be...

Full description

Saved in:

Bibliographic Details
Published in:	Entropy (Basel, Switzerland) Vol. 23; no. 10; p. 1368
Main Authors:	Bac, Jonathan, Mirkes, Evgeny M., Gorban, Alexander N., Tyukin, Ivan, Zinovyev, Andrei
Format:	Journal Article
Language:	English
Published:	Switzerland MDPI AG 19.10.2021 MDPI
Subjects:	Algorithms Application programming interface Artificial Intelligence Computer Science Datasets Documentation effective dimension Fractals intrinsic dimension Life Sciences Machine Learning method benchmarking Methods Open source software Principal components analysis Public domain Python package Quality assessment Quantitative Methods Technical Note method benchmarking effective dimension Python package intrinsic dimension
ISSN:	1099-4300, 1099-4300
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!

Be the first to leave a comment!