davidhallac/TICC

Unexpected behavior for the BIC score

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The BIC score:

  • always decreases with decreasing number_of_clusters
  • always decreases with increasing beta
  • always decreases with decreasing window_size
  • always decreases with increasing lambda_parameter

Is this an expected behavior for any dataset?
If so, how to find the most optimal set of hyperparameters?