In this paper we study the asset pricing problem when the volatility is ran
dom. First, we derive a PDE for the risk-minimizing price of any contingent
claim. Secondly, we assume that the volatility process sigma (t) is observ
ed through an observation process Y-t subject to random error. A price form
ula and a PDE are then derived regarding the stock price S-t and the observ
ation process Y-t as parameters. Finally, we assume that S-t is observed. I
n this case we have a complete market and any contingent claim is then pric
ed by an arbitrage argument instead of by risk-minimizing.