Survival Prediction Model for Patients with Esophageal Squamous Cell Carcinoma Based on the Parameter-Optimized Deep Belief Network Using the Improved Archimedes Optimization Algorithm

<table class="table-group" id="tab8"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Algorithm</td><td class="align_center">10-fold cross-validation accuracy</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">IAOA-DBN</td><td class="align_center">97.538%</td></tr><tr><td class="align_left">AOA-DBN</td><td class="align_center">96.974%</td></tr><tr><td class="align_left">SSA-DBN</td><td class="align_center">97.177%</td></tr><tr><td class="align_left">PSO-DBN</td><td class="align_center">96.629%</td></tr><tr><td class="align_left">BES-DBN</td><td class="align_center">96.829%</td></tr><tr><td class="align_left">IAOA-SVM</td><td class="align_center">95.602%</td></tr><tr><td class="align_left">IAOA-BPNN</td><td class="align_center">95.038%</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

<div>Comparison of the results of different algorithms.</div>

Computational and Mathematical Methods in Medicine

tab8

Table 8

Table 8: Survival Prediction Model for Patients with Esophageal Squamous Cell Carcinoma Based on the Parameter-Optimized Deep Belief Network Using the Improved Archimedes Optimization Algorithm 

Table 8 | Survival Prediction Model for Patients with Esophageal Squamous Cell Carcinoma Based on the Parameter-Optimized Deep Belief Network Using the Improved Archimedes Optimization Algorithm 