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) tools:::Rd_expr_doi("10.1080/10618600.2022.2069779").
Maintainer: David B. Dahl dahl@stat.byu.edu (ORCID)
Authors:
Devin J. Johnson devin.j.johnson7@gmail.com (ORCID)
Peter Müller pmueller@math.utexas.edu
Andrés Felipe Barrientos abarrientos@fsu.edu
Garritt Page page@stat.byu.edu
David Dunson dunson@duke.edu
Other contributors:
Alex Crichton alex@alexcrichton.com (Rust crates: cfg-if, proc-macro2) [contributor]
Brendan Zabarauskas bjzaba@yahoo.com.au (Rust crate: approx) [contributor]
David B. Dahl dahl@stat.byu.edu (Rust crates: dahl-bellnumber, dahl-partition, dahl-salso, roxido, roxido_macro) [contributor]
David Tolnay dtolnay@gmail.com (Rust crates: proc-macro2, quote, syn, unicode-ident) [contributor]
Jim Turner (Rust crate: ndarray) [contributor]
Josh Stone cuviper@gmail.com (Rust crate: autocfg) [contributor]
R. Janis Goldschmidt (Rust crate: matrixmultiply) [contributor]
Sean McArthur sean@seanmonstar.com (Rust crate: num_cpus) [contributor]
Stefan Lankes (Rust crate: hermit-abi) [contributor]
The Cranelift Project Developers (Rust crate: wasi) [contributor]
The CryptoCorrosion Contributors (Rust crates: ppv-lite86, rand_chacha) [contributor]
The Rand Project Developers (Rust crates: getrandom, rand, rand_chacha, rand_core, rand_pcg) [contributor]
The Rust Project Developers (Rust crates: libc, num-bigint, num-complex, num-integer, num-traits, rand, rand_chacha, rand_core) [contributor]
Ulrik Sverdrup "bluss" (Rust crate: ndarray) [contributor]
bluss (Rust crates: matrixmultiply, rawpointer) [contributor]
Useful links: