It depends on what the noise sources are. If you're ADC limited, sure, but if you're limited by something else--detector noise, air turbulence affecting the signal, variation in LED output, noise in the room--a better LED won't help.
Actually hmm, I don't know if machine learning or neural networks or genetic programming have been tried on this, but it sure does sound like something they could work at!