Why a pro/con list is 75% as good as your fancy machine learning algorithm
chrisstucchio.com
chrisstucchio.com
The basic idea is I think is to use the central limit theorem on dot(u,d) and dot(p,d) - but unfortunately the CLT does not show that these two dot products are independent.
It's an attempt to choose as uninformative a prior on h as possible.
It's also interesting that white Svetlana gets +1 for being smart, while black Elise gets +1 for being black but isn't smart. Interesting little Freudian slip (is that the right term?) there, I guess.
I also agree with other commenters that introducing sex/race into this discussion seems completely unnecessary. A better example might be cars, comparing a minivan vs a convertible or something less... politically charged.
Couldn't you pick something less controversial, like say, comparing religions, political parties or sports teams?
A "less controversial" topic of comparison would be boxers vs. briefs.
EDIT: I'm bad at sarcasm detection.