Re:New Explainable AI Algorithms
by jononor on Tuesday November 17, 2020 @04:41PM
(#25130282)
Do you have any references/explainers for that approach? Would be interested to read!
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The best I have is this one I wrote a long time ago:
https://www.aaai.org/Papers/Workshops/1999/WS-99-06/WS99-06-...
But, I apologize ! It's a bit pimped up compared to the one liner above, I think step 7 in section 4.3 is what I was thinking of :) I did laugh when I dug it out, as I have been working on the first bullet in the conclusion this week!
Re:New Explainable AI Algorithms
by FlyingLawnmower on Tuesday November 17, 2020 @06:57PM
(#25131520)
Check out this work from Rich Caruana & collaborators on model compression: http://www.cs.cornell.edu/~caruana/compression.kdd06.pdf
which was a precursor to the model distallation work from Geoff Hinton: https://arxiv.org/abs/1503.02531
I've made some experiments that you can check out here:
http://www.clungu.com/Distilling_a_Random_Forest_with_a_sing...