PrincetonUniversity / DP_GP_cluster

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Recommendations on alpha #8

Closed jcharalel closed 6 years ago

jcharalel commented 6 years ago

Hi Ian,

Do you have any recommendations on the alpha parameter? I see that the default is 1 but I was wondering if you have thoughts on what a reasonable range is? I have tried 0.25, 0.5, 1, 2, and considering going smaller as I feel like the cluster number would be better if further reduced (15-20 with the ones tried so far).

Thanks!

IanMcDowell commented 6 years ago

I have done little work testing various concentration parameters. In practice, the number of clusters also strongly depends on a noise hyperprior. The defaults worked well for me for RNA-seq data but I widened the prior for microarray data, for example. I would recommend fixing sigma_n shape or rate and systematically varying the other hyperparameter.

On Wed, Mar 21, 2018 at 7:42 PM, jcharalel notifications@github.com wrote:

Hi Ian,

Do you have any recommendations on the alpha parameter? I see that the default is 1 but I was wondering if you have thoughts on what a reasonable range is? I have tried 0.25, 0.5, 1, 2, and considering going smaller as I feel like the cluster number would be better if further reduced (15-20 with the ones tried so far).

Thanks!

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jcharalel commented 6 years ago

Great thanks, I'll give that a shot!