by Marcus Giaquinto
ISBN: 0199575533
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Found in 1 comment on Hacker News
There's a book which describes studies done on this topic [1]. I haven't read it in full, but I found it useful to know how other people have looked at this issue.

[1] - https://www.amazon.in/Visual-Thinking-Mathematics-Marcus-Gia...