Benchmarks of approximate nearest neighbor libraries in Python
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Jul 18, 2022 - Python
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Benchmarks of approximate nearest neighbor libraries in Python
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Nearest Neighbor Search with Neighborhood Graph and Tree for High-dimensional Data
Python implementation of KNN and DTW classification algorithm
A Python library for common tasks on 3D point clouds
High performance nearest neighbor data structures and algorithms for Julia.
Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].
A scalable nearest neighbor search library in Apache Spark
Fast Approximate Nearest Neighbor (ANN) searches with a PostgreSQL database.
Improving Generalization via Scalable Neighborhood Component Analysis
Fast Near-Duplicate Image Search and Delete using pHash, t-SNE and KDTree.
Get started with Machine Learning with Python - An introduction with Python programming examples
Performance evaluation of nearest neighbor search using Vespa, Elasticsearch and Open Distro for Elasticsearch K-NN
Performance-portable geometric search library
A lightweight and efficient Python Morton encoder with support for geo-hashing
Fast k-Nearest Neighbors Classifier for Large Datasets
Compressing Representations for Self-Supervised Learning
PostgreSQL extension for spatial indexing on a sphere
R package providing fast nearest neighbour search (wraps ANN library)
All the code for a series of Medium articles on Approximate Nearest Neighbors
A memory-resident geospatial index library for Java
A fast, accurate, and modularized dimensionality reduction approach based on diffusion harmonics and graph layouts. Escalates to millions of samples on a personal laptop. Adds high-dimensional big data intrinsic structure to your clustering and data visualization workflow.
kNN-based next-basket recommendation
A generic vantage point tree (vp-tree) implementation in Java
Data Mining Algorithms with C# using LINQ
Efficient approximate k-nearest neighbors graph construction and search in Julia
Misc Statistics and Machine Learning codes in R
rust implementation of octree algorithm for nearest neighbor search in 3D space
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https://arxiv.org/abs/2006.09882