generate_kde_samples: Generate New Parameter Samples Using KDE

In topolow: Force-Directed Euclidean Embedding of Dissimilarity Data

Generate New Parameter Samples Using KDE

Description

Generates new parameter samples using weighted kernel density estimation for each parameter independently. This is an internal helper function for the adaptive sampling process.

Usage

generate_kde_samples(samples, n, epsilon = 0)

Arguments

samples	A data frame of previous samples containing parameter columns and an "NLL" column.
n	The integer number of new samples to generate.
epsilon	A numeric probability (0-1) of sampling with a wider bandwidth to encourage exploration. Default is 0.

Value

A data frame containing n new parameter samples.

topolow documentation built on Aug. 31, 2025, 1:07 a.m.