实验步骤
1) 找到似然函数
L ( θ ) = p ( x 1 , x 2 , ⋯ , x n | θ ) = ∏ i = 1 n p ( x i | θ )
2) 对似然函数取对数
H ( θ ) = ln ( L ( θ ) ) = ln ( p ( x 1 , x 2 , ⋯ , x n | θ ) ) = ∑ i = 1 n ln ( p ( x i | θ ) )
3) 对 H ( θ ) 求极大值:
d d θ H ( θ ) = d d θ ln ( L ( θ ) ) = 0
4) 得到参数
θ ^ = arg max θ H ( θ )