The exception is removing local ordering probabilities, which yields a higher d. These observations support the hypothesis that all of the components of the objective function contribute to segmenting the album into subsequences of photos depicting the same event.
we note the degradation when removing the global ordering probabilities, indicating that approaches which model only local event transitions such as hidden Markov models would not be suitable for this task.