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First derivative of log-likelihood function
gradient(x, y, beta)
a design matrix which is a product of inner product of basis functions and basis coefficients of functional covariate X
X
a response variable of class factor
factor
initial values for beta regression coefficients and intercepts
a vector of gradient values at the estimated optimum