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[Experimental] Leverages the Diffusion Maps implementation in manifolds-rs - a very fast Rust-based implementation.

Usage

rs_diffusion_maps(embd, n_dim, k, dm_params, seed, use_high_precision, verbose)

Arguments

embd

Numerical matrix. The data to use to generate the embeddings. Should be of dimensions samples x features.

n_dim

Integer. Number of dimensions to return.

k

Integer. Number of nearest neighbours to consider.

dm_params

Named list. List that contains all of the key parameters for the diffusion maps generation.

seed

Integer. Seed for reproducibility.

use_high_precision

Optional logical. Controls fp32 vs fp64 for. If NULL will use sensible default thresholding.

verbose

Integer. If 0L -> silent or 1L for normal verbosity; 2L for detailed verbosity.

Value

The diffusion maps embeddings.