iteration: Iteration step for the Splitting-Coalescence-Estimation Method (SCEM).
Description
This function performs the iteration step. Detailed description can be found in Chazin et al. 2019, Supplemental Materials 1.
Usage
iteration(paths, U, bandwidth)
Arguments
paths
A list of data frames, where each frame contains the data for one individual. Every
data frame should have two columns with names 'distance' and 'oxygen'.
U
A list of vectors. Each element in the list is a vector of integers, corresponding
to individuals considered in one group.
bandwidth
Denotes the order of the bandwidth that should be used in the estimation process.
bandwidth = k will mean that the bandwidth is n^k.
Value
A list containing the following components:
S1
A set of individuals who are in the cluster
U
A set of individuals to be used in the next iteration.