Actually SGD is just this for classification.  It is (pretty) scalable and
definitely not normally parallel.

On Tue, Aug 16, 2011 at 11:16 AM, Sean Owen <[email protected]> wrote:

> There are no non-distributed counterparts for clustering and
> classification.
> It's not symmetric, and it would be better if it were, but it's perhaps no
> big sin. The benefits have outweighed the negatives, I think. Of course
> nobody would mind developing a scalable non-distributed clusterer /
> classifier -- but in all things, it's a question of whether anyone cares
> enough to write it and maintain it.
>

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