\min BPR\_OPT + \frac{\lambda_f}{2}\sum\limits_{i,j}^{I} \|q_i-q_j\|^2 \cdot W_{ij}
minBPR_OPT+2λfi,j∑I∥qi−qj∥2⋅Wij
\min BPR\_OPT +\frac{\lambda_m}{2}\sum\limits_{i}^{I}\sum\limits_{j}^{I}\sum\limits_{c}^{C}\|q_i-q_j\|^2 \cdot W_{ijc}
minBPR_OPT+2λmi∑Ij∑Ic∑C∥qi−qj∥2⋅Wijc
W_{ijc} = \begin{cases}
A_{ic} \cdot A_{jc} \cdot sim(f_{ic},\ f_{jc}) & both\ i,\ j \in co \_cluster\ c \\
0 & else
\end{cases}
Wijc={Aic⋅Ajc⋅sim(fic, fjc)0both i, j∈co_cluster celse
W_{ijc} = \begin{cases}
sim(f_{ic},\ f_{jc}) & both\ i,\ j \in co \_cluster\ c \\
0 & else
\end{cases}
Wijc={sim(fic, fjc)0both i, j∈co_cluster celse
\frac{\partial F}{\partial V_j} = Y_{ij}[g(-f_{ij})+\sum\limits_{k=1}^{N}\frac{Y_{ik}g'(f_{ik}-f_{ij})}{1-Y_{ik}g(f_{ik}-f_{ij})}]U_i-\lambda V_j
∂Vj∂F=Yij[g(−fij)+k=1∑N1−Yikg(fik−fij)Yikg′(fik−fij)]Ui−λVj
\min BPR\_OPT + \frac{\lambda_f}{2}\sum\limits_{i,j}^{I} \|q_i-q_j\|^2 \cdot \textbf{W}_{ij}
minBPR_OPT+2λfi,j∑I∥qi−qj∥2⋅Wij
\frac{\partial F}{\partial V_j} = Y_{ij}[g(-f_{ij})+\sum\limits_{k=1}^{N}Y_{ik}g'(f_{ij}-f_{ik})(\frac{1}{1-Y_{ik}g(f_{ik}-f_{ij})}-\frac{1}{1-Y_{ij}g(f_{ij}-f_{ik})})U_i]-\lambda V_j
∂Vj∂F=Yij[g(−fij)+k=1∑NYikg′(fij−fik)(1−Yikg(fik−fij)1−1−Yijg(fij−fik)1)Ui]−λVj
\epsilon(A,B)=\sum\limits_{u=1}^{U}\sum\limits_{i=1}^{I}{\|\frac{A_u}{\sqrt{D_{uu}} - \frac{B_i}{\sqrt{D_{ii}}}\|}^2
Formula
By dreamrecord
Formula
- 165