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salso: Search Algorithms and Loss Functions for Bayesian Clustering

The SALSO algorithm is an efficient randomized greedy search method to find a point estimate for a random partition based on a loss function and posterior Monte Carlo samples. The algorithm is implemented for many loss functions, including the Binder loss and a generalization of the variation of information loss, both of which allow for unequal weights on the two types of clustering mistakes. Efficient implementations are also provided for Monte Carlo estimation of the posterior expected loss of a given clustering estimate. See Dahl, Johnson, Müller (2022) <doi:10.1080/10618600.2022.2069779>.

Version: 0.3.42
Depends: R (≥ 4.2.0)
Published: 2024-09-16
DOI: 10.32614/CRAN.package.salso
Author: David B. Dahl ORCID iD [aut, cre], Devin J. Johnson ORCID iD [aut], Peter Müller [aut], Alex Crichton [ctb] (Rust crates: cfg-if, proc-macro2), Brendan Zabarauskas [ctb] (Rust crate: approx), David B. Dahl [ctb] (Rust crates: dahl-bellnumber, dahl-partition, dahl-salso, roxido, roxido_macro), David Tolnay [ctb] (Rust crates: proc-macro2, quote, syn, unicode-ident), Jim Turner [ctb] (Rust crate: ndarray), Josh Stone [ctb] (Rust crate: autocfg), R. Janis Goldschmidt [ctb] (Rust crate: matrixmultiply), Sean McArthur [ctb] (Rust crate: num_cpus), Stefan Lankes [ctb] (Rust crate: hermit-abi), The Cranelift Project Developers [ctb] (Rust crate: wasi), The CryptoCorrosion Contributors [ctb] (Rust crates: ppv-lite86, rand_chacha), The Rand Project Developers [ctb] (Rust crates: getrandom, rand, rand_chacha, rand_core, rand_pcg), The Rust Project Developers [ctb] (Rust crates: libc, num-bigint, num-complex, num-integer, num-traits, rand, rand_chacha, rand_core), Ulrik Sverdrup "bluss" [ctb] (Rust crate: ndarray), bluss [ctb] (Rust crates: matrixmultiply, rawpointer)
salso author details
Maintainer: David B. Dahl <dahl at stat.byu.edu>
BugReports: https://github.com/dbdahl/salso/issues
License: MIT + file LICENSE | Apache License 2.0
URL: https://github.com/dbdahl/salso
NeedsCompilation: yes
SystemRequirements: Cargo (Rust's package manager), rustc (>= 1.66.1)
Materials: NEWS INSTALL
CRAN checks: salso results

Documentation:

Reference manual: salso.pdf

Downloads:

Package source: salso_0.3.42.tar.gz
Windows binaries: r-devel: salso_0.3.42.zip, r-release: salso_0.3.42.zip, r-oldrel: salso_0.3.42.zip
macOS binaries: r-release (arm64): salso_0.3.42.tgz, r-oldrel (arm64): salso_0.3.42.tgz, r-release (x86_64): salso_0.3.42.tgz, r-oldrel (x86_64): salso_0.3.42.tgz
Old sources: salso archive

Reverse dependencies:

Reverse imports: AntMAN, batchmix, intRinsic, SANple
Reverse suggests: caviarpd

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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