# The Multi-Branch Deep-Learning-Based Approach to Heart Dysfunction Classification
## Appendix C Detailed Classification Metrics
\begin{table}
\begin{tabular}{l c c c c c c} \hline
**Class** & **Branch \(\mathbf{\kappa}\)** & **Branch \(\mathbf{\beta}\)** & **Branch \(\mathbf{\gamma}\)** & **Branch \(\mathbf{\delta}\)** & **Branch \(\mathbf{\epsilon}\)** & **Branch \(\mathbf{\zeta}\)** \\ \hline BBB & **0.107166** & 0.098945 & 0.088334 & 0.080131 & 0.091270 & 0.102456 \\ PR & 0.204655 & **0.235671** & 0.212210 & 0.179487 & 0.181882 & 0.176336 \\ PVC l VPB & 0.009764 & 0.011655 & **0.012216** & 0.011539 & 0.011674 & 0.009399 \\ LAD & **0.004958** & 0.004062 & 0.004532 & 0.004317 & 0.003987 & 0.004253 \\ RAD & 0.017311 & 0.012263 & 0.028201 & **0.031815** & 0.018711 & 0.016470 \\ RBBB l CRBBB & **0.330154** & 0.300826 & 0.089294 & 0.167066 & 0.297031 & 0.280582 \\ Tlnv & **0.054589** & 0.053175 & 0.040406 & 0.042999 & 0.051125 & 0.050434 \\ LQT & 0.017062 & 0.019782 & 0.019091 & 0.017386 & **0.021235** & 0.016321 \\ AF & 0.081027 & 0.077237 & 0.072489 & 0.079015 & 0.077304 & **0.088561** \\ AFL & 0.016306 & 0.017078 & 0.014651 & 0.015567 & 0.017024 & **0.017750** \\ CLBBB l LBBB & **0.009176** & 0.008848 & 0.007984 & 0.007719 & 0.008565 & 0.008370 \\ QAb & 0.035765 & 0.031136 & 0.022544 & 0.025501 & 0.032122 & **0.033966** \\ TAb & 0.033463 & **0.036126** & 0.024797 & 0.026645 & 0.033520 & 0.027574 \\ LPR & **0.016742** & 0.016056 & 0.012312 & 0.014663 & 0.015921 & 0.016624 \\ LQRSV & 0.221952 & 0.206943 & **0.248531** & 0.239248 & 0.210075 & 0.218953 \\ IAVB & **0.041451** & 0.041364 & 0.035704 & 0.035834 & 0.040707 & 0.040187 \\ PAC & 0.016800 & 0.015162 & 0.015599 & 0.015569 & **0.019713** & 0.016633 \\ PRWP & 0.027158 & **0.033289** & 0.016711 & 0.024157 & 0.025225 & 0.029122 \\ SB & 0.009632 & 0.008542 & **0.011430** & 0.010605 & 0.008282 & 0.010057 \\ IRBBB & 0.024079 & 0.021853 & 0.016318 & 0.016892 & **0.024131** & 0.022381 \\ NSR & **0.006109** & 0.004405 & 0.008820 & 0.008669 & 0.003299 & 0.005097 \\ STach & 0.039062 & 0.034149 & **0.050775** & 0.020532 & 0.032422 & 0.040947 \\ SA & 0.370891 & **0.390945** & 0.291538 & 0.333171 \begin{table}
\begin{tabular}{l c c c c c c} \hline \hline
**Class** & **Branch \(\alpha\)** & **Branch \(\beta\)** & **Branch \(\gamma\)** & **Branch \(\delta\)** & **Branch \(e\)** & **Branch \(\zeta\)** \\ \hline BBB & **0.259050** & 0.220058 & 0.225705 & 0.197369 & 0.201013 & 0.249104 \\ PR & **0.385822** & 0.243714 & 0.383373 & 0.254070 & 0.267821 & 0.329017 \\ PVC1 VPB & 0.046754 & 0.055323 & **0.057386** & 0.054590 & 0.05532 & 0.045073 \\ LAD & **0.023662** & 0.019161 & 0.021990 & 0.020863 & 0.018823 & 0.020199 \\ RAD & 0.063367 & 0.039944 & 0.123486 & **0.131224** & 0.060476 & 0.057339 \\ RBBB1 CRBBB & **0.680242** & 0.654299 & 0.300342 & 0.447195 & 0.657896 & 0.636614 \\ TInv & **0.200146** & 0.194840 & 0.161256 & 0.169225 & 0.189616 & 0.198623 \\ LQT & 0.076484 & 0.088131 & 0.08608 & 0.078982 & **0.094501** & 0.074629 \\ AF & **0.239360** & 0.219992 & 0.186367 & 0.238028 & 0.232032 & 0.276994 \\ AEL & 0.071099 & 0.072449 & 0.062753 & 0.067762 & 0.074548 & **0.079036** \\ CLBBB1 LBBB & **0.014109** & 0.039109 & 0.03699 & 0.033595 & 0.037822 & 0.037285 \\ QAb & **0.153466** & 0.133503 & 0.100206 & 0.112705 & 0.135928 & 0.146405 \\ TAb & 0.142790 & **0.152456** & 0.111348 & 0.118817 & 0.142557 & 0.122292 \\ LPR & 0.073305 & 0.067842 & 0.052691 & 0.0646373 & **0.069452** & 0.073407 \\ LQRSV & 0.228796 & 0.143583 & **0.344762** & 0.301305 & 0.193269 & 0.246545 \\ IAVB & 0.166167 & 0.163936 & 0.145379 & 0.148258 & **0.166561** & 0.161475 \\ PAC & 0.078453 & 0.069989 & 0.072118 & 0.072347 & **0.091014** & 0.077931 \\ \hline \hline \end{tabular}
\end{table} 
Table 6: F2-Score at each branch per class presented as average of five folds. Significantly better results are marked in bold.