High Dimensional Data Python Packages

abess

Fast Best-Subset Selection Library

hdmedians

High-dimensional medians (medoid, geometric median, etc.). Fast implementations in Python.

minkowskiengine

Minkowski Engine is an auto-diff neural network library for high-dimensional sparse tensors

hypertools

A Python toolbox for gaining geometric insights into high-dimensional data

tmap2

Tree-based visualization for high-dimensional data

artificial-data-generator

Synthetic biomedical data generator for reproducible benchmarking of feature selection methods in high-dimensional machine learning.

evomap

A Toolbox for Dynamic Mapping in Python

biomedical-data-generator

Synthetic biomedical data generator for reproducible benchmarking of feature selection methods in high-dimensional machine learning.

gotabpfn

GOTabPFN: Graph-guided feature ordering and compact tokenization for TabPFN-style tabular foundation models on high-dimensional data.

scikit-hubness

A Python package for hubness analysis and high-dimensional data mining

lshashing

Nearest neighbors search using locality-sensitive hashing

hub-toolbox

Hubness reduction and analysis tools

pyccea

A Python package of cooperative co-evolutionary algorithms for feature selection in high-dimensional data.

pviz

A Framework for High-dimensional Pareto-optimal Front Visualization and Analytics

hdtopology

Topological Data Analysis Library for NDDAV System

hdff

File Format Library for NDDAV System