Accelerated Hierarchical Density Based Clustering. - Leland McInnes; John Healy (ICDM Workshops, 2017)

hdbscan: Hierarchical density based clustering. - Leland McInnes; John Healy; Steve Astels (J. Open Source Softw., 2017)

UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction. - Leland McInnes; John Healy (CoRR, 2018)

UMAP: Uniform Manifold Approximation and Projection. - Leland McInnes; John Healy; Nathaniel Saul; Lukas Großberger (J. Open Source Softw., 2018)

Topological Methods for Unsupervised Learning. - Leland McInnes (GSI, 2019)

Parametric UMAP: learning embeddings with deep neural networks for representation and semi-supervised learning. - Tim Sainburg; Leland McInnes; Timothy Q. Gentner (CoRR, 2020)

Parametric UMAP Embeddings for Representation and Semisupervised Learning. - Tim Sainburg; Leland McInnes; Timothy Q. Gentner (Neural Comput., 2021)

Improving Mapper's Robustness by Varying Resolution According to Lens-Space Density. - Kaleb D. Ruscitti; Leland McInnes (CoRR, 2024)