The measurement error i,j independently and identically follow the normal distribution N (0, σ 2 c ) with constant variance σ 2 c . Unknown parameters include θ = (R t , R b , x 50 , H) in the Hill equation and the nuisance parameter σ 2 c . Based on these model assumptions, the log-likelihood of the CRC data is,