## 6 Conclusions
\begin{table}
\begin{tabular}{c c c c c c c} \hline \hline  & \multicolumn{2}{c}{**MLP**} & \multicolumn{3}{c}{**Naive Bayes**} \\ \hline
**Variables** & **Accuracy** & **Precision** & **Recall** & **Accuracy** & **Precision** & **Recall** \\ \hline Normal & 74.4\% & 77.9\% & 50.7\% & 62.2\% & 75.5\% & 42.5\% \\ Hypertension & 46.2\% & 48.9\% & 45.7\% & 53.2\% & 82.2\% & 47.4\% \\ Stroke & 35.7\% & 46.2\% & 51.4\% & 48.7\% & 84.6\% & 56.4\% \\ Myocardial infarction & 80.3\% & 86.2\% & 49.7\% & 71.4\% & 73\% & 64.4\% \\ Anigna pectoris & 92.1\% & 97.9\% & 50.3\% & 68.4\% & 86.4\% & 61.2\% \\ Diabetes mellitus & 93.6\% & 94.9\% & 50.1\% & 74.4\% & 76.2\% & 66.6\% \\ \hline \hline  & \multicolumn{2}{c}{**SVM**} & \multicolumn{3}{c}{**LSTM**} \\ \hline Variables & Accuracy & Precision & Recall & Accuracy & Precision & Recall \\ \hline Normal & 72.3\% & 82.8\% & 62.5\% & 79.5\% & 82.4\% & 51.7\% \\ Hypertension & 74.2\% & 86.4\% & 45.2\% & 75.2\% & 84.1\% & 46.2\% \\ Stroke & 81.4\% & 96.5\% & 47.6\% & 80.1\% & 97.1\% & 48.5\% \\ Myocardial infarction & 75.8\% & 89.1\% & 65.4\% & 79.8\% & 92.4\% & 47.2\% \\ Anigna pectoris & 74.3\% & 84.2\% & 67.5\% & 84.5\% & 94.2\% & 56.4\% \\ Diabetes mellitus & 81.1\% & 78.5\% & 57.2\% & 89.7\% & 96.6\% & 65.6\% \\ \hline \hline  & \multicolumn{2}{c}{**Char-RNN**} & \multicolumn{1}{c}{} & \multicolumn{1}{c}{} & \multicolumn{1}{c}{} & \\ \hline Variables & Accuracy & Precision & Recall & & & \\ \hline Normal & 77.6\% & 78.4\% & 49.8\% & & & \\ Hypertension & 82.6\% & 86.0\% & 50.7\% & & & \\ Stroke & 80.6\% & 88.6\% & 48.4\% & & & \\ Myocardial infarction & 82.5\% & 94.4\% & 48.6\% & & & \\ angina pectoris & 96.5\% & 98.0\% & 49.7\% & & & \\ Diabetes mellitus & 95.2\% & 96.9\% & 47.5\% & & & \\ \hline \hline \end{tabular}
\end{table} 
Table 4: Comparison of results of Char-RNN and other models. **Supplementary Materials:** The data Korea National Health and Nutrition Examination Survey (KNHANES) VI are available online at [[https://www.cdc.go.kr/CDC/contents/CdcKrContentView:sp?cid=60939@kmenuIds=HOME001-MNU1130-MNU1639-MNU1748-MNU1751](https://www.cdc.go.kr/CDC/contents/CdcKrContentView:sp?cid=60939@kmenuIds=HOME001-MNU1130-MNU1639-MNU1748-MNU1751)]([https://www.cdc.go.kr/CDC/contents/CdcKrContentView:sp?cid=60939@kmenuIds=HOME001-MNU1130-MNU1639-MNU1748-MNU1751](https://www.cdc.go.kr/CDC/contents/CdcKrContentView:sp?cid=60939@kmenuIds=HOME001-MNU1130-MNU1639-MNU1748-MNU1751)). **Author Contributions:** C.K. responsible the whole part of the paper (Conceptualization, methodology, analysis and writing--original draft preparation) Y.S. responsible methodology and review and editing and S.Y. responsible methodology review and editing and supervision. **Funding:** This research was supported by the Basic Science Research Program through the National Research Foundation of Korea (NRF) funded by the Ministry of Education (2017R1D1A1B03034028) and the Dongguk University Research Fund of 2016. **Conflicts of Interest:** The authors declare no conflict of interest. _Appl. Sci._**2019**, 9, 2170 \begin{tabular}{c c c} \hline \hline
**Chronic Disease** & **Variables** & **Pr(>-H)** \\ \hline DI1\_dg & 0.001704 ** \\ DI1\_pt & 0.001441 ** \\ DI1\_2 & 0.000919 ** \\ DI3\_dg & 0.002154 ** \\ DI3\_ag & 0.000437 ** \\ DI3\_2 & 1.05e\(-\)08 *** \\ DI4\_dg & \(<\)2e\(-\)16 *** \\ DI4\_pr & \(<\)2e\(-\)16 *** \\ DI4\_pt & \(<\)2e\(-\)16 *** \\ DI5\_dg & 6.35e\(-\)11 *** \\ Angina pectoris & DI5\_ag & 5.68e\(-\)11*** \\ DI6\_dg & \(<\)2e\(-\)16 *** \\ DI6\_pt & \(<\)2e\(-\)16 *** \\ DE1\_33 & 0.000111 ** \\ LQ4\_04 & 0.003495 ** \\ LQ4\_06 & 0.008981 ** \\ LQ1\_mn & 0.038536 * \\ educ & 0.008716 ** \\ BO3\_07 & 0.047492 * \\ BD2\_32 & 0.028725 * \\ BS6\_3 & 0.049513 * \\ HE\_STRH1 & 0.036219 * \\ \hline \hline \end{tabular}