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Found 3 papers, 2 papers with code
On the Use of Relative Validity Indices for Comparing Clustering Approaches
Beyond these more conventional tasks, many examples can be found in the literature where RVIs have been used to compare and select other aspects of clustering approaches such as data normalisation procedures, data representation methods, and distance measures.
LDReg: Local Dimensionality Regularized Self-Supervised Learning
Representations learned via self-supervised learning (SSL) can be susceptible to dimensional collapse, where the learned representation subspace is of extremely low dimensionality and thus fails to represent the full data distribution and modalities.
Dimensionality-Aware Outlier Detection: Theoretical and Experimental Analysis
We present a nonparametric method for outlier detection that takes full account of local variations in intrinsic dimensionality within the dataset.
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