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bigKNN  

Exact Search and Graph Construction for 'bigmemory' Matrices
View on CRAN: Click here


Download and install bigKNN package within the R console
Install from CRAN:
install.packages("bigKNN")

Install from Github:
library("remotes")
install_github("cran/bigKNN")

Install by package version:
library("remotes")
install_version("bigKNN", "0.3.0")



Attach the package and use:
library("bigKNN")
Maintained by
Frederic Bertrand
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-04-01
Latest Update: 2026-04-01
Description:
Exact nearest-neighbour and radius-search routines that operate directly on 'bigmemory::big.matrix' objects. The package streams row blocks through 'BLAS' kernels, supports self-search and external-query search, exposes prepared references for repeated queries, and can build exact k-nearest-neighbour, radius, mutual k-nearest-neighbour, and shared-nearest-neighbour graphs. Version 0.3.0 adds execution plans, serializable prepared caches, resumable streamed graph jobs, coercion helpers, exact candidate reranking, and recall summaries for evaluating approximate neighbours.
How to cite:
Frederic Bertrand (2026). bigKNN: Exact Search and Graph Construction for 'bigmemory' Matrices. R package version 0.3.0, https://cran.r-project.org/web/packages/bigKNN. Accessed 25 Oct. 2026.
Previous versions and publish date:
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Complete documentation for bigKNN
Functions, R codes and Examples using the bigKNN R package
Full bigKNN package functions and examples
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