\displaystyle N\log\frac{\Gamma(\alpha'+\beta')}{\Gamma(\alpha')\Gamma(\beta')}+\sum_i \alpha'[\psi(\alpha + k_i) - \psi(\alpha + \beta + n_i)] + \beta'[\psi(\beta+n_i-k_i) - \psi(\alpha + \beta + n_i)]