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Ghahramani et al. infer the cost function presumably guiding natural multisensory integration from behavioral data.

There is no cost function that SOM learning follows.

In implementing GTM for some specific use case, one chooses a noise model (at least one per data dimension).

There is no cost function that the SOM algorithm follows exactly.