Distill trajectory model — distill_traj

This function takes a trajectory model and reduces the number of motifs using 'prego'.

Usage

distill_traj_model(
  traj_model,
  max_motif_num,
  min_diff = 0.1,
  intra_cor_thresh = 0.6,
  use_non_linear = TRUE,
  parallel = TRUE
)

traj_model: A trajectory model object
max_motif_num: The maximum number of motifs to select
min_diff: The minimum difference of scores to use for distillation
intra_cor_thresh: The threshold for the average intra-cluster correlation to split clusters. If NULL, no splitting is done.
use_non_linear: Whether to use non-linear features. If FALSE, a glm model without non-linear features is used.
parallel: Whether to use parallel processing

A distilled trajectory model object with max_motif_num models + additional features.