Supplement to "Herding and Contrarian Behaviour in Finanicial Markets"

There are results in the paper that were not fully discussed or proven fully.  This supplementary material contains what was omitted or mentioned in the paper.

Supplemental Authors: 
Andreas Park and Hamid Sabourian
proofs

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