Nonparametric Clustering

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Most implemented papers archive 2025-07-28

5 shown of 5 papers with code (18 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• A New Paradigm for Generative Adversarial Networks based on Randomized Decision Rules
  23 Jun 2023 1 repository listed
  In the new formulation, the discriminator converges to a fixed point while the generator converges to a distribution at the Nash equilibrium.
• DeepDPM: Deep Clustering With an Unknown Number of Clusters
  27 Mar 2022 1 repository listed
  Using a split/merge framework, a dynamic architecture that adapts to the changing K, and a novel loss, our proposed method outperforms existing nonparametric methods (both classical and deep ones).
• An efficient k-means-type algorithm for clustering datasets with incomplete records
  23 Feb 2018 1 repository listed
  We also provide initialization strategies for our algorithm and methods to estimate the number of groups in the dataset.
• Adaptive Nonparametric Clustering
  26 Sep 2017 1 repository listed
  The idea is to identify the clustering structure by checking at different points and for different scales on departure from local homogeneity.
• Deep Learning with Nonparametric Clustering
  13 Jan 2015 1 repository listed
  As an unsupervised method, our model first leverages the advantages of deep learning for feature representation and dimension reduction.