This paper aims to directly denoise option price while adhering the no–arbitrageconditions. To achieve our goal, we propose Gaussian Process (GP) method thatentails training GP on noisy data of prices as a linear function pairof maturity and strike. Utilizing approach not only allows for removing noiseson surface by verifying no–arbitrage conditions but also is proba-bilistic that quantifying u...