What does the R-package 'salso' do?

Search Algorithms and Loss Functions for Bayesian Clustering

David B. Dahl, Devin J. Johnson, Peter Müller, Alex Crichton, "bluss" Ulrik Sverdrup, Brendan Zabarauskas, David B. Dahl, David Tolnay, DutchGhost, Enthought, Inc., Gilad Naaman, Jim Turner, Josh Stone, Melissa O'Neill, Paul Dicker, PCG Project contributors, Ralf Jung, rawpointer developers, R. Janis Goldschmidt, SciPy Developers, Sean McArthur, Stefan Lankes, The Cranelift Project Developers, The Crossbeam Project Developers, The CryptoCorrosion Contributors, The Go Authors, The PCG Project Contributors, The matrixmultiply Authors, The ndarray Developers, The R, Project Developers, The Rust Project Developers, The scopeguard Developers, Unicode, Inc.

CRAN/E | salso

Installation

About

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.

github.com/dbdahl/salso
System requirements	Cargo (Rust's package manager), rustc (>= 1.65)
Bug report	File report

Key Metrics

Version	0.3.35
R	≥ 4.2.0
Published	2023-07-17 447 days ago
Needs compilation?	yes
License	MIT
License	File
License	Apache License 2.0
CRAN checks	salso results

Downloads

Yesterday	6 0%
Last 7 days	156 -100%
Last 30 days	36.210 +5241%
Last 90 days	37.267 +2394%
Last 365 days	41.889 +501%

Maintainer

David B. Dahl

[email protected]

Authors

David B. Dahl	aut / cre
Devin J. Johnson	aut
Peter Müller	aut
Alex Crichton	cph (Rust crates: proc-macro2, cfg-if.)
"bluss" Ulrik Sverdrup	cph (Rust crate: rawpointer, matrixmultiply, scopeguard, ndarray.)
Brendan Zabarauskas	cph (Rust crate: approx.)
David B. Dahl	cph (Rust crates: roxido, roxido_macro, dahl-partition, dahl-salso, dahl-bellnumber.)
David Tolnay	cph (Rust crates: syn, proc-macro2, quote, unicode-ident.)
DutchGhost	cph (Rust crate: matrixmultiply.)
Enthought
Inc.	cph (Rust crate: ndarray.)
Gilad Naaman	cph (Rust crate: memoffset.)
Jim Turner	cph (Rust crate: ndarray.)
Josh Stone	cph (Rust crate: autocfg.)
Melissa O'Neill	cph (Rust crate: rand_pcg.)
Paul Dicker	cph (Rust crate: rand_pcg.)
PCG Project contributors	cph (Rust crate: rand_pcg.)
Ralf Jung	cph (Rust crate: memoffset.)
rawpointer developers	cph (Rust crate: rawpointer.)
R. Janis Goldschmidt	cph (Rust crate: matrixmultiply.)
SciPy Developers	cph (Rust crate: ndarray.)
Sean McArthur	cph (Rust crate: num_cpus.)
Stefan Lankes	cph (Rust crate: hermit-abi.)
The Cranelift Project Developers	cph (Rust crate: wasi.)
The Crossbeam Project Developers	cph (Rust crates: crossbeam, crossbeam-channel, crossbeam-deque, crossbeam-epoch, crossbeam-queue, crossbeam-utils.)
The CryptoCorrosion Contributors	cph (Rust crates: ppv-lite86, rand_chacha.)
The Go Authors	cph (Rust crate: crossbeam-channel.)
The PCG Project Contributors	cph (Rust crate: rand_pcg.)
The matrixmultiply Authors	cph (Rust crate: matrixmultiply.)
The ndarray Developers	cph (Rust crate: ndarray.)
The R
Project Developers	cph (Rust crates: rand_core, rand_chacha, rand_pcg, rand, getrandom.)
The Rust Project Developers	cph (Rust crates: crossbmean-channel, rand_chacha, num-integer, rand_core, num-complex, libc, num-traits, rand.)
The scopeguard Developers	cph (Rust crates: scopeguard.)
Unicode
Inc.	cph (Rust crate: unicode-ident.)

Material

NEWS
INSTALL
Reference manual
Package source

macOS

r-release	arm64
r-oldrel	arm64
r-release	x86_64
r-oldrel	x86_64

Windows

r-devel	x86_64
r-release	x86_64
r-oldrel	x86_64

Old Sources

salso archive

Depends

R

≥ 4.2.0

Reverse Imports

AntMAN
batchmix
intRinsic

Reverse Suggests

caviarpd