A brief technical overview of Manifold Markets’ Dynamic Parimutuel (DPM) betting system
Basic facts:
If $y is the amount of money in the YES pool, and $n is the amount of money in the NO pool, the instantaneous probability of the event is given as
$P(y, n) = y^2 / (y^2 + n^2)$
If a trader places a bet of $b on YES, he adds $b into the YES pool and receives s shares of the final pot if YES is the outcome:
$$ y_{new} = y_{current} + b $$
$$ s = \int_0^b \frac{1}{P(y+x,n)} dx = \int_0^b \frac{(y+x)^2+n^2}{(y+x)^2} dx
$$
The quantity $s can also be understood as the payout a risk-neutral trader who paid $b would accept for event an occurring with probability P.
Mantic Markets uses fictitious capital to initialize the betting pools. The market creator chooses an initial probability p and we allocate $200 of fake money based on their choice.
$$ p = \frac{y_{start}^2}{y_{start}^2+n_{start}^2} \; \newline s.t. \; \; y_{start}+n_{start}= 200 \newline y_{start},n_{start} \gt 0 $$
This fictitious starting capital is included in share purchase calculations but not payouts.