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stat.ML2024★ 1 cited
Scale adaptive and robust intrinsic dimension estimation via optimal neighbourhood identification
Antonio Di Noia, Iuri Macocco, Aldo Glielmo +2
The Intrinsic Dimension (ID) is a key concept in unsupervised learning and feature selection, as it is a lower bound to the number of variables which are necessary to describe a sy…
stat.ML2022★ 16 cited
Intrinsic dimension estimation for discrete metrics
Iuri Macocco, Aldo Glielmo, Jacopo Grilli +1
Real world-datasets characterized by discrete features are ubiquitous: from categorical surveys to clinical questionnaires, from unweighted networks to DNA sequences. Nevertheless,…