# Tool for Predicting College Student Career Decisions: An Enhanced Support Vector Machine Framework
## 7 Conclusions and Future Work
\begin{table}
\begin{tabular}{l l l l l l} \hline \hline  & F11 & & & F12 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{4.6879\times 10^{3}}\) & \(\mathbf{7.0222\times 10^{2}}\) & CBBOA & \(\mathbf{1.2008\times 10^{3}}\) & \(\mathbf{1.9694\times 10^{-1}}\) \\ BOABB & \(5.0674\times 10^{3}\) & \(7.8285\times 10^{2}\) & BOABB & \(1.2008\times 10^{3}\) & \(2.1869\times 10^{-1}\) \\ BOACM & \(7.5830\times 10^{3}\) & \(5.1201\times 10^{2}\) & BOACM & \(1.2028\times 10^{3}\) & \(3.1569\times 10^{-1}\) \\ BOA & \(7.5866\times 10^{3}\) & \(3.4520\times 10^{2}\) & BOA & \(1.2028\times 10^{3}\) & \(4.2705\times 10^{-1}\) \\ \hline  & F13 & & & F14 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{1.3004\times 10^{3}}\) & \(\mathbf{6.5511\times 10^{-2}}\) & CBBOA & \(\mathbf{1.4002\times 10^{3}}\) & \(\mathbf{3.9803\times 10^{-2}}\) \\ BOABB & \(1.3004\times 10^{3}\) & \(6.4113\times 10^{-2}\) & BOABB & \(1.4003\times 10^{3}\) & \(1.0610\times 10^{-1}\) \\ BOACM & \(1.3084\times 10^{3}\) & \(7.9012\times 10^{-1}\) & BOACM & \(1.6396\times 10^{3}\) & \(2.4950\times 10^{1}\) \\ BOA & \(1.3088\times 10^{3}\) & \(6.0851\times 10^{-1}\) & BOA & \(1.6987\times 10^{3}\) & \(2.9022\times 10^{1}\) \\ \hline  & F15 & & & F16 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{1.5085\times 10^{3}}\) & \(\mathbf{2.6655\times 10^{0}}\) & CBBOA & \(\mathbf{1.6112\times 10^{3}}\) & \(\mathbf{4.8598\times 10^{-1}}\) \\ BOABB & \(1.5093\times 10^{3}\) & \(2.9331\times 10^{0}\) & BOABB & \(1.6113\times 10^{3}\) & \(4.3135\times 10^{-1}\) \\ BOACM & \(1.5791\times 10^{5}\) & \(5.9606\times 10^{4}\) & BOACM & \(1.6128\times 10^{3}\) & \(2.6040\times 10^{-1}\) \\ BOA & \(3.6709\times 10^{5}\) & \(1.3770\times 10^{5}\) & BOA & \(1.6134\times 10^{3}\) & \(1.8603\times 10^{-1}\) \\ \hline  & F17 & & & F18 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{1.9117\times 10^{3}}\) & \(\mathbf{1.5060\times 10^{1}}\) & CBBOA & \(\mathbf{4.1870\times 10^{3}}\) & \(\mathbf{1.5712\times 10^{3}}\) \\ BOABB & \(1.9148\times 10^{3}\) & \(2.0418\times 10^{1}\) & BOABB & \(4.3564\times 10^{3}\) & \(1.8372\times 10^{3}\) \\ BOACM & \(2.3700\times 10^{3}\) & \(8.8841\times 10^{1}\) & BOACM & \(1.8488\times 10^{5}\) & \(5.1230\times 10^{5}\) \\ BOA & \(2.4259\times 10^{3}\) & \(6.0800\times 10^{1}\) & BOA & \(1.1590\times 10^{5}\) & \(7.4029\times 10^{4}\) \\ \hline  & F21 & & & F22 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{9.6956\times 10^{4}}\) & \(\mathbf{6.6030\times 10^{4}}\) & CBBOA & \(\mathbf{2.4939\times 10^{3}}\) & \(\mathbf{1.4941\times 10^{2}}\) \\ BOABB & \(1.2602\times 10^{5}\) & \(1.2720\times 10^{5}\) & BOABB & \(2.4979\times 10^{3}\) & \(1.2878\times 10^{2}\) \\ BOACM & \(4.9917\times 10^{7}\) & \(4.5993\times 10^{7}\) & BOACM & \(3.3284\times 10^{4}\) & \(6.0774\times 10^{4}\) \\ BOA & \(4.8587\times 10^{7}\) & \(2.6658\times 10^{7}\) & BOA & \(4.7721\times 10^{4}\) & \(8.5557\times 10^{4}\) \\ \hline  & F23 & & & F24 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{2.6037\times 10^{3}}\) & \(3.5164\times 10^{1}\) & CBBOA & \(2.6000\times 10^{3}\) & \(5.9711\times 10^{-13}\) \\ BOABB & \(2.6152\times 10^{3}\) & \(1.5548\times 10^{-12}\) & BOABB & \(2.6064\times 10^{3}\) & \(1.0767\times 10^{1}\) \\ BOACM & \(\mathbf{2.5000\times 10^{3}}\) & \(\mathbf{0.0000\times 10^{0}}\) & BOACM & \(\mathbf{2.6000\times 10^{3}}\) & \(\mathbf{4.4444\times 10^{-14}}\) \\ BOA & \(\mathbf{2.5000\times 10^{3}}\) & \(\mathbf{0.0000\times 10^{0}}\) & BOA & \(\mathbf{2.6000\times 10^{3}}\) & \(\mathbf{4.4684\times 10^{-13}}\) \\ \hline  & F25 & & & F26 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{2.7000\times 10^{3}}\) & \(\mathbf{0.0000\times 10^{0}}\) & CBBOA & \(2.7602\times 10^{3}\) & \(4.9627\times 10^{1}\) \\ BOABB & \(\mathbf{2.7000\times 10^{3}}\) & \(\mathbf{0.0000\times 10^{0}}\) & BOABB & \(\mathbf{2.7116\times 10^{3}}\) & \(\mathbf{4.6443\times 10^{1}}\) \\ BOACM & \(\mathbf{2.7000\times 10^{3}}\) & \(\mathbf{0.0000\times 10^{0}}\) & BOACM & \(2.7714\times 10^{3}\) & \(3.8205\times 10^{1}\) \\ BOA & \(\mathbf{2.7000\times 10^{3}}\) & \(\mathbf{0.0000\times 10^{0}}\) & BOA & \(2.7733\times 10^{3}\) & \(3.8978\times 10^{1}\) \\ \hline  & F19 & & & F20 & \\ \cline{2-6}  & Avg & Std & & Avg & Std \\ \cline{2-6} CBBOA & \(\mathbf{9.6956\times 10^{4}}\) & \(\mathbf{6.6030\times 10^{4}}\) & CBBOA & \(\mathbf{2.4939\times 10^{3}}\) & \(\mathbf{1.4941\times 10^{2}}\) \\ BOABB & \(1.2602\times 10^{5}\) & \(1.2720\times 10^{5}\) & BOABB & \(2.4979\times