将每个K值出现次数都加1,避免未出现的特征为0问题
ϕj=∑i=1m1{z(i)=j}+1m+k∑j=1kϕj=1 \begin{aligned} &\phi_j = \frac{\sum_{i=1}^m 1\{ z^{(i)}=j\} +1}{ m + k} \\ &\sum_{j=1}^k \phi_j = 1 \end{aligned} ϕj=m+k∑i=1m1{z(i)=j}+1∑j=1kϕj=1