What about "deep leaning" stylometry ?
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https://scholar.google.com/scholar?hl=en&as_sdt=0%2C5&q=deep...
Yields some results
This one seems pretty interesting
I don't know, but it wouldn't surprise me if someone has tried to apply ML to stylometry. Statistical stylometry is already petty effective, as demonstrated by this site.