Prediction: \begin{tabular}{cccccc}[NEWLINE] \toprule[NEWLINE] Network&\#Users&\#Edges&\#Posts&\#Anchors&\#ShareedEdges\\[NEWLINE] Doublen&9734&260467&10941957&2\!\midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&379357&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{end{tabular}[c]{c]{c]{Theta}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{@{\bfDouban}&9734&260467&10941957&2\!\midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&379357&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Translation}[c]{\bfOtherisaすることは[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa前景}}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Network}[c]{\bfOtherisaすることは[NEWLINE] \end{tabular}[c]{Network}[c]{\bfDouban}&9734&260467&10941957&2\!\midrule[NEWLINE] \multirow{1-4}{Weibo}&9514&196978&379357&\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa \end{tabular}[c]{\bfOtherisa[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa[NEWLINE] \end{tabular}[c]{end{tabular}[c]{\bfOtherisa[NEWLINE] \end{tabular}[c]{$\intremoving}[c]{$\theta}end{tabular}[c]{$\bfOtherisa[NEWLINE] \end{tabular}[c]{$\intRuleft(r}{\bfOtheration}}}\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Duban}&9734&260467&10941957&2\!\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{Dubeye}[c]{\bfOtheration}&97.3&97.33\\[NEWLINE] \bottomrule[NEWLINE] \end{tabular}[c]{8}{\bfOtheration}&97.\\[NEWLINE] \end{tabular}[c]{8}{\bfOtheration}&97.\\[NEWLINE] \end{tabular}[c]{8}{\bfOtheringour}&97.\\[NEWLINE] \end{tabular}[c]{8}{\bfOtheration}&97.8&97.35\ Answer: \begin{tabular}{cccccc}[NEWLINE]\toprule[NEWLINE]Network&\#Users&\#Edges&\#Posts&\#Anchors&\#SharedEdges\\[NEWLINE]\midrule[NEWLINE]Douban&9734&260467&10941957&\multirow{2}[4]{*}{9514}&\multirow{2}[4]{*}{55207}\\[NEWLINE]\cmidrule{1-4}Weibo&9514&196978&3799357&&\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular} Normed ED: 0.8122555410691004 Prediction: \begin{tabular}{|p{8cm}|}[NEWLINE] \hline[NEWLINE] \bfseries&\bfseriesPA\\[NEWLINE] \hline[NEWLINE] HybridGreedyAlgorithm&GA\\[NEWLINE] \hline[NEWLINE] SimplexVRPAIgorithm&IH\\[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingteasurefootnotesize}[NEWLINE] \bfseries2years&Hys\\[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguinglearningfootnotesize}[NEWLINE] \hline[NEWLINE] SimplexVRPalgorithm&SVA\\[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE][NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{neguingthatsimultaneous}[NEWLINE] \hline[NEWLINE][NEWLINE] \end{tabular}[c]{neguingmeans}[NEWLINE] \hline[NEWLINE][NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \end{tabular}[c]{neguingthatevery}[NEWLINE][NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{SimplexVRPalgorithm}[NEWLINE] \end{tabular}[c]{Simplesarey}[NEWLINE] \end{tabular}[c]{SimplesareyAgainsthetically}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{Simplesare\end{tabular}[c]{Simplesare\end{tabular}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{Simplesave}[NEWLINE] \end{tabular}[c]{Simplesave}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{end{tabular}[c]{equire}[NEWLINE] \end{tabular}[c]{c]{resoursareNonext}[NEWLINE] \end{tabular}[c]{c]{equire}[NEWLINE] \end{tabular}[c]{equire}[NEWLINE] \end{tabular}[c]{Simplesavency}[NEWLINE] \end{tabular}[c]{c]{Simplesave}[NEWLINE] \end{tabular}[c]{repuingthat}[NEWLINE] \hline[NEWLINE] \end{tabular}[c]{e]{Simplexvertical}[NEWLINE] \hline[NEWLINE] Answer: \begin{tabular}{|l|l|}[NEWLINE]\hline[NEWLINE]{\bfAlgorithmName}&{\bfAbbrevation}\\\hline[NEWLINE]BruteForceAlgorithm&BFA\\\hline[NEWLINE]GreedyAlgorithm&GA\\\hline[NEWLINE]IntlinprogHeuristic&IH\\\hline[NEWLINE]HybridGreedyAlgorithm&HGA\\\hline[NEWLINE]SimplexVRPAlgorithm&SVA\\\hline[NEWLINE]\end{tabular} Normed ED: 0.8594091903719913 Prediction: \begin{tabular}{|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|}[NEWLINE] \hline[NEWLINE] Cases&Time&Fuel&Time&Fuel&Time&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE] \hline[NEWLINE] 3\_{\-1}}[NEWLINE] &3,53&14,12&0.00&-&0.00&16,55&1,00&16,55&0.00&16,55\\\hline[NEWLINE] 3\_{3}[NEWLINE] &3,36&17,18&0.00&17,18&0.00&17,18&1,00&17,18&0.00&17,18\\\hline[NEWLINE] 3\_{3}&3,31&15,84&0.00&22,78&0.00&22,78&1,00&15,84&0.00&15,84\\\hline[NEWLINE] 3\_{3}&3,46&13,28&0.00&-&0.00&27,06&1/01&13,28&0.00&13,28\\\hline[NEWLINE] 3\_{5}&3,44&16,11&0.00&-&0.00&16,11&1,00&16,11&0.00&16,11\\\hline[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \hline[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] Answer: \begin{tabular}{|l|l|l|l|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]{\bf}&\multicolumn{2}{l|}{{\bfBFA}}&\multicolumn{2}{l|}{{\bfGA}}&\multicolumn{2}{l|}{{\bfIH}}&\multicolumn{2}{l|}{{\bfHGA}}&\multicolumn{2}{l|}{{\bfSVA}}\\\hline[NEWLINE]Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE]3\_1&3,53&14,12&0,00&\multicolumn{1}{c|}{-}&0,00&16,55&1,00&16,55&0,00&16,55\\\hline[NEWLINE]3\_2&3,36&17,18&0,00&17,18&0,00&17,18&1,00&17,18&0,00&17,18\\\hline[NEWLINE]3\_3&3,31&15,84&0,00&22,78&0,00&22,78&1,00&15,84&0,00&15,84\\\hline[NEWLINE]3\_4&3,46&13,28&0,00&\multicolumn{1}{c|}{-}&0,00&27,06&1,01&13,28&0,00&13,28\\\hline[NEWLINE]3\_5&3,44&16,11&0,00&\multicolumn{1}{c|}{-}&0,00&16,11&1,00&16,11&0,00&16,11\\\hline[NEWLINE]\end{tabular} Normed ED: 0.8322818086225027 Prediction: \begin{tabular}{|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|c|}[NEWLINE] \hline[NEWLINE] Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE] 5\_{\-1}&288,55&16,07&0.00&30,06&0.00&24,63&5,38&-&0.00&24,63\\\hline[NEWLINE] 5\_{2}&285,36&20,18&0.00&20,18&0.00&20,18&0.00&20,18\\\hline[NEWLINE] 5\_{3}&295,50&18,84&0.00&25,78&0.00&25,78&5,45&18,84&0.00&25,78\\\hline[NEWLINE] 5\_{5-4}&290,00&18,88&0.00&30,06&0.00&31,87&5,40&20,52&0.00&31,87\\\hline[NEWLINE] 5\_{5-5}&287,46&18,84&0.00&30,02&0.00&18,84&5,39&18,84&0.00&18,84\\\hline[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] Answer: \begin{tabular}{|l|l|l|l|l|l|l|l|l|l|l|}[NEWLINE]\hline[NEWLINE]{\bf}&\multicolumn{2}{l|}{{\bfBFA}}&\multicolumn{2}{l|}{{\bfGA}}&\multicolumn{2}{l|}{{\bfIH}}&\multicolumn{2}{l|}{{\bfHGA}}&\multicolumn{2}{l|}{{\bfSVA}}\\\hline[NEWLINE]Cases&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel&Time&Fuel\\\hline[NEWLINE]5\_1&288,55&16,07&0,00&30,06&0,00&24,63&5,38&\multicolumn{1}{c|}{-}&0,00&24,63\\\hline[NEWLINE]5\_2&285,36&20,18&0,00&20,18&0,00&20,18&5,36&20,18&0,00&20,18\\\hline[NEWLINE]5\_3&295,50&18,84&0,00&25,78&0,00&25,78&5,45&18,84&0,00&25,78\\\hline[NEWLINE]5\_4&290,00&18,88&0,00&30,06&0,00&31,87&5,40&20,52&0,00&31,87\\\hline[NEWLINE]5\_5&287,46&18,84&0,00&30,02&0,00&18,84&5,39&18,84&0,00&18,84\\\hline[NEWLINE]\end{tabular} Normed ED: 0.8339622641509434 Prediction: \begin{tabular}{l|c|cccc}[NEWLINE] \hline[NEWLINE] Model&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\[NEWLINE] \hline[NEWLINE] $XGBoost&0.135$\pm$0.103&\bfseries163$\pm$0.046&\bfseries163$\pm$0.013&-\\[NEWLINE] RF&1.500$\pm$0.019&\bfseries184$\pm$0.050&\bfseries182$\pm$0.043&-\\[NEWLINE] MLP&2.320$\pm$0.076&2.37$\pm$0.119&\bfseries2$\pm$0.057&-\\[NEWLINE] GLM&3.062$\pm$0.039&3.13/$\pm$0.094&3.103$\pm$0.065&-\\[NEWLINE] pvGAM&2.253$\pm$0.025&2.459$\pm$0.057&2.4050$\pm$0.046&-\\[NEWLINE] EBM&1.155$\pm$0.157&1.211$\pm$0.165&\bfseries1,799$\bfseries0.132&0.0007$\pm$0.0001\\[NEWLINE] \hline[NEWLINE] $G$&\\[NEWLINE] M&\\\[NEWLINE] I&\\[NEWLINE] N&\\[NEWLINE] \hline[NEWLINE] $6$^*$T$&$\lambda=10$^{0}$&$0.999$\pm$0.012$&$.053$\pm$0.023$&$.044$\pm$0.019$&$0.0003$\pm$0.0001$\\[NEWLINE] &$\lambda=10$^{-1}$&$0.970$\pm$0.011$&$\bf{061}}$\pm$0.029$&$\bf{058}}$\pm$0.027$&$0.0003$\pm$0.0001$\\[NEWLINE] &$\lambda=10$^{-2}$&$0.966$\pm$0.013$&$\bf{059}}$\bf{021}}$&$\bf{021}}$&$\bf{021}}$\\[NEWLINE] &$\lambda=10$^{-3}$&$0.959$\pm$0.016$&$\bf{069}}$\bf{0.020}}$&$\bf{0.058}}$\bf{0.018}}$\bf{0.0024\pm$0.0013$\\[NEWLINE] &$\lambda=10^{-4}$&$0.967$\pm$0.019$&$.079$\pm$0.025$&$\bf{021}}$\bf{0.031}}$\bf{0.037$\pm$0.0025$\\[NEWLINE] \hline[NEWLINE] \end{tabular}[NEWLINE] \hline[NEWLINE] Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&0.135$\pm$0.103&1.630$\pm$0.046&1.634$\pm$0.013&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&1.500$\pm$0.019&1.840$\pm$0.060&1.822$\pm$0.043&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&2.320$\pm$0.076&2.372$\pm$0.119&2.615$\pm$0.057&-\\[NEWLINE]\multicolumn{2}{c|}{GLM}&3.062$\pm$0.039&3.123$\pm$0.094&3.103$\pm$0.065&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&2.253$\pm$0.025&2.459$\pm$0.057&2.450$\pm$0.046&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&1.155$\pm$0.157&1.211$\pm$0.165&1.799$\pm$0.132&0.0007$\pm$0.0001\\\hline[NEWLINE]\multirow{6}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&0.999$\pm$0.012&1.053$\pm$0.023&1.044$\pm$0.019&0.0003$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-1}$&0.970$\pm$0.011&1.061$\pm$0.029&1.058$\pm$0.027&0.0002$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-2}$&0.966$\pm$0.013&1.059$\pm$0.021&1.056$\pm$0.024&0.0006$\pm$0.0004\\[NEWLINE]&$\lambda=10^{-3}$&0.959$\pm$0.016&1.069$\pm$0.020&1.058$\pm$0.018&0.0024$\pm$0.0013\\[NEWLINE]&$\lambda=10^{-4}$&0.967$\pm$0.019&1.079$\pm$0.025&1.072$\pm$0.031&0.0037$\pm$0.0025\\\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{0}$}&1.008$\pm$0.010&1.054$\pm$0.019&1.045$\pm$0.022&0.0002$\pm$0.0001\\\hline\hline[NEWLINE]\end{tabular} Normed ED: 0.4332344213649852 Prediction: \begin{tabular}{l|cccccc}[NEWLINE] \hline[NEWLINE] Model&TrainAUC&ValAUC&TestAUC&ClarityLoss\\[NEWLINE] \hline[NEWLINE] XGBoost&97.38$\pm$0.09&93.24$\pm$0.52&93.01$\pm$0.26&-\\[NEWLINE] RF&93.59$\pm$0.10&92.01$\pm$0.62&91.98$\pm$0.35&-\\[NEWLINE] MLP&93.15$\pm$0.65&93.12$\pm$0.90&92.29$\pm$0.41&-\\[NEWLINE] GLM&90.81$\pm$0.21&90.77$\pm$0.47&90.60$\pm$0.30&-\\[NEWLINE] pyCAM&91.90$\pm$0.17&91.68$\pm$0.39&91.53$\pm$0.36&-\\[NEWLINE] EBM&94.59$\pm$0.16&94.63$\pm$0.40&93.16$\pm$0.31&1.228$\pm$0.0755\\[NEWLINE] \hline[NEWLINE] A&\\[NEWLINE] M&\\[NEWLINE] I&\\[NEWLINE] N&\\[NEWLINE] 10$^*$T$&$\lambda=10^0$&92.15$\pm$0.42&92.08$\pm$0.46&91.85$\pm$0.42&0.0015$\pm$0.0016\\[NEWLINE] &$\lambda=8$\times10^{-1}$&92.38$\pm$0.43&92.30$\pm$0.42&92.09$\pm$0.40&0.0018$\pm$0.0022\\[NEWLINE] $\lambda=6$\times10^{-1}$&92.74$\pm$0.17&92.67$\pm$0.44&92.42$\pm$0.30&0.0038$\pm$0.0022\\[NEWLINE] $\lambda=4$\times10^{-1}$&93.01$\pm$0.17&92.91$\pm$0.48&92.65$\pm$0.36&0.0052$\pm$0.0038\\[NEWLINE] $\lambda=2$\times10^{-1}$&93.46$\pm$0.23&93.25$\pm$0.44&93.04$\pm$0.31&0.112$\pm$0.0044\\[NEWLINE] $\lambda=10^{-1}$&93.94$\pm$0.23&93.52$\pm$0.41&93.33$\pm$0.39&0.284$\pm$0.0138\\[NEWLINE] $\lambda=10^{-3}$&94.25$\pm$0.15&93.54$\pm$0.40&93.36$\pm$0.32&0.3733$\pm$0.0785\\[NEWLINE] $\lambda=10^{-4} Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainAUC&ValAUC&TestAUC&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&97.38$\pm$0.09&93.24$\pm$0.52&93.01$\pm$0.26&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&93.59$\pm$0.10&92.01$\pm$0.62&91.98$\pm$0.35&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&93.15$\pm$0.65&93.12$\pm$0.90&92.29$\pm$0.41&-\\\multicolumn{2}{c|}{GLM}&90.81$\pm$0.21&90.77$\pm$0.47&90.60$\pm$0.30&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&91.90$\pm$0.17&91.68$\pm$0.39&91.53$\pm$0.36&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&94.59$\pm$0.16&94.63$\pm$0.40&93.16$\pm$0.31&1.0228$\pm$0.0755\\\hline[NEWLINE]\multirow{10}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&92.15$\pm$0.42&92.08$\pm$0.46&91.85$\pm$0.42&0.0015$\pm$0.0016\\[NEWLINE]&$\lambda=8\times10^{-1}$&92.38$\pm$0.43&92.30$\pm$0.42&92.09$\pm$0.40&0.0018$\pm$0.0022\\[NEWLINE]&$\lambda=6\times10^{-1}$&92.74$\pm$0.17&92.67$\pm$0.44&92.42$\pm$0.30&0.0038$\pm$0.0022\\[NEWLINE]&$\lambda=4\times10^{-1}$&93.01$\pm$0.17&92.91$\pm$0.48&92.65$\pm$0.36&0.0052$\pm$0.0038\\[NEWLINE]&$\lambda=2\times10^{-1}$&93.46$\pm$0.23&93.25$\pm$0.44&93.04$\pm$0.31&0.0112$\pm$0.0044\\[NEWLINE]&$\lambda=10^{-1}$&93.94$\pm$0.23&93.52$\pm$0.41&93.33$\pm$0.39&0.0284$\pm$0.0138\\[NEWLINE]&$\lambda=10^{-2}$&94.22$\pm$0.20&93.53$\pm$0.38&93.38$\pm$0.33&0.0737$\pm$0.0255\\[NEWLINE]&$\lambda=10^{-3}$&94.25$\pm$0.15&93.54$\pm$0.40&93.36$\pm$0.32&0.3733$\pm$0.0785\\[NEWLINE]&$\lambda=10^{-4}$&94.19$\pm$0.26&93.52$\pm$0.42&93.34$\pm$0.30&1.5088$\pm$0.2752\\[NEWLINE]\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{-1}$}&93.94$\pm$0.23&93.51$\pm$0.41&93.33$\pm$0.40&0.0305$\pm$0.0166\\\hline\hline[NEWLINE]\end{tabular} Normed ED: 0.3339191564147627 Prediction: \begin{tabular}{lcccccc}[NEWLINE] \hline[NEWLINE] Model&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\[NEWLINE] \hline[NEWLINE] XGBoost&5.64$\pm$4.52&40.96$\pm$1.17&42.33$\pm$0.72&-\\[NEWLINE] RF&62.00$\pm$0.72&65.12$\pm$1.47&65.69$\pm$2.10&-\\[NEWLINE] MLP&35.54$\pm$1.37&37.09$\pm$1.52&43.35$\pm$1.32&-\\[NEWLINE] GLM&158.98$\pm$0.52&158.54$\pm$2.49&159.09$\pm$1.57&-\\[NEWLINE] pyCAM&99.52$\pm$0.60&100.16$\pm$1.16&10.22$\pm$1.12&-\\[NEWLINE] EBM&54.32$\pm$0.55&54.27$\pm$0.99&57.48$\pm$1.20&0.0026$\pm$0.0005\\[NEWLINE] \hline[NEWLINE] A&&&&&&&\\[NEWLINE] M&&&&&&&\\[NEWLINE] I&&&&&&\\[NEWLINE] N&&&&&&&&\\[NEWLINE] 10$^*$T$&$\lambda=10^0$&52.93$\pm$0.80&55.02$\pm$1.23&55.81$\pm$1.13&0.0005$\pm$0.001\\[NEWLINE] &$\lambda=8$\times10^{-1}$&52.12$\pm$0.93&54.45$\pm$1.23&54.99$\pm$.00&0.0005$\pm$0.001\\[NEWLINE] &$\lambda=6$\times10^{-1}$&51.26$\pm$0.80&53.63$\pm$1.10&54.27$\pm$.05&0.0006$\pm$\\[NEWLINE] &$\lambda=4$\times10^{-1}$&50.84$\pm$\pm$0.76&53.31$\pm$0.03&53.91$\pm$\pm$0.13&0.007$\pm$0.0002\\[NEWLINE] &$\lambda=2$\times10^{-1}$&50.21$\pm$0.96&52.98$\pm$1.32&53.47$\pm$1.19&0.007$\pm$0.001\\[NEWLINE] &$\lambda=10^{-1}$&50.26$\pm$1.33&53.38$\pm$\pm$1.55&53.68$\pm$0.03\\[NEWLINE] &$\lambda=10^{-3}$&50.22$\pm$0.95&53.08$\pm$1.53&53.71$\pm$0.07&0.0050$\pm$0.003\\[NEWLINE] &$\lambda=10^{-4}$ Answer: \begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multicolumn{2}{c|}{Model}&TrainRMSE&ValRMSE&TestRMSE&ClarityLoss\\\hline[NEWLINE]\multicolumn{2}{c|}{XGBoost}&5.64$\pm$4.52&40.96$\pm$1.17&42.33$\pm$0.72&-\\[NEWLINE]\multicolumn{2}{c|}{RF}&62.00$\pm$0.72&65.12$\pm$1.47&65.69$\pm$2.10&-\\[NEWLINE]\multicolumn{2}{c|}{MLP}&35.54$\pm$1.31&37.09$\pm$1.52&43.35$\pm$1.32&-\\[NEWLINE]\multicolumn{2}{c|}{GLM}&158.98$\pm$0.52&158.54$\pm$2.49&159.09$\pm$1.57&-\\[NEWLINE]\multicolumn{2}{c|}{pyGAM}&99.52$\pm$0.60&100.16$\pm$1.61&100.22$\pm$1.12&-\\[NEWLINE]\multicolumn{2}{c|}{EBM}&54.32$\pm$0.55&54.27$\pm$0.99&57.48$\pm$1.20&0.0026$\pm$0.0005\\\hline[NEWLINE]\multirow{10}{*}{\shortstack{G\\A\\M\\I\\N\\E\\T}}&$\lambda=10^{0}$&52.93$\pm$0.80&55.02$\pm$1.23&55.81$\pm$1.13&0.0005$\pm$0.0001\\[NEWLINE]&$\lambda=8\times10^{-1}$&52.12$\pm$0.93&54.45$\pm$1.23&54.99$\pm$1.00&0.0005$\pm$0.0001\\[NEWLINE]&$\lambda=6\times10^{-1}$&51.26$\pm$0.80&53.63$\pm$1.11&54.27$\pm$1.05&0.0006$\pm$0.0001\\[NEWLINE]&$\lambda=4\times10^{-1}$&50.84$\pm$1.07&53.31$\pm$1.03&53.91$\pm$1.31&0.0007$\pm$0.0002\\[NEWLINE]&$\lambda=2\times10^{-1}$&50.21$\pm$0.96&52.98$\pm$1.32&53.47$\pm$1.19&0.0007$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-1}$&50.26$\pm$1.33&53.38$\pm$1.85&53.68$\pm$1.83&0.0007$\pm$0.0001\\[NEWLINE]&$\lambda=10^{-2}$&50.00$\pm$0.93&53.02$\pm$1.33&53.40$\pm$1.12&0.0014$\pm$0.0002\\[NEWLINE]&$\lambda=10^{-3}$&50.22$\pm$0.95&53.08$\pm$1.53&53.71$\pm$1.07&0.0050$\pm$0.0033\\[NEWLINE]&$\lambda=10^{-4}$&50.08$\pm$1.08&53.03$\pm$0.92&53.62$\pm$0.96&0.0137$\pm$0.0067\\\cline{2-6}[NEWLINE]&\tabincell{c}{NoHeredity\\$\lambda=10^{-1}$}&50.26$\pm$1.33&53.38$\pm$1.85&53.68$\pm$1.83&0.0007$\pm$0.0001\\\hline\hline[NEWLINE]\end{tabular} Normed ED: 0.36814469078179696 Prediction: \begin{tabular}{ccccccc}[NEWLINE] \toprule[b][NEWLINE] \toprule[b][NEWLINE] \multirow{2}{*}{s}&\multicolumn{2}{c}{B.F.(J/$\mu^\text{DPS}}}\equilon{$\sigma$\sigma$\phi)}}&\multicolumn{2}{c}{$\mathrm{J}/\text{VA}^{\text{K}\left(\times10^{-3})$}&\multicolumn{2}{c}{$\mathrm{J}/\text{n}}\toprule[b][NEWLINE] \midrule[bpt][NEWLINE] $N$(940)&-&21.87&14.56\\[NEWLINE] $N$(1520)&7.96&4.36&4.87\\[NEWLINE] $N$(1535)&7.58&0.85&2.55\\[NEWLINE] $N$(1650)&9.06&0.99&1.42\\[NEWLINE] \bottomrule[b][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \bottomrule[b][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE][NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] \end{tabular}[NEWLINE] %\end{tabular}[NEWLINE] \end{tabular}[NEWLINE] Answer: \begin{tabular}{cccc}[NEWLINE]\toprule[1pt][NEWLINE]\midrule[1pt][NEWLINE]$N^{*}$s&$\rm{B.F.}_{(J/\psi\rightarrow\bar{p}p\pi^{0})}$($\times10^{-5}$)&$g^{J/\psi\pi}_{N^{*}}$($\times10^{-3}$)&$g^{J/\psi\eta}_{N^{*}}$($\times10^{-3}$)\\[NEWLINE]\midrule[1pt][NEWLINE]$N(940)$&-&21.87&14.56\\[NEWLINE]$N(1520)$&7.96&4.36&4.87\\[NEWLINE]$N(1535)$&7.58&0.85&2.55\\[NEWLINE]$N(1650)$&9.06&0.99&1.42\\[NEWLINE]\midrule[1pt][NEWLINE]\bottomrule[1pt][NEWLINE]\end{tabular} Normed ED: 0.8299531981279251 Prediction: \begin{tabular}{crrc}[NEWLINE] \toprule[1.5pt][NEWLINE] \multicolumn{2}{c}{Reaction}&\multicolumn{2}{c}{Thiswork(pb)}&Ref.\cite{wei2018deep}(pb)&Ref.\cite{wei2018deep}(pb)&$E_{\star}$\\[NEWLINE] \midrule[\bf1.5pt][NEWLINE] $\psilon_{\text{DPS}(1386)\text{$\eta$)}&$\varphi$&$\parphi_{wei2018lear}{\textbf{job}}&$\SI{Ref.\cite{wan2012}}}(pb)&$\SI{E}_{\star}$\\[NEWLINE] \midrule[\bf1.5pt][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bfDPS/\text{k}\textbf{Reaction}}}&$\mp$&$\SI{Reduction}{\textbf{Chanically}\textbf{Relation}\textbf{Opto}}}\\[NEWLINE] \midrule[\bf1.5pt][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] %\cline{k-1}[NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] %\hline[NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf][NEWLINE] \end{tabular}[bf Answer: \begin{tabular}{ccccccccc}[NEWLINE]\toprule[1.5pt][NEWLINE]\midrule[1pt][NEWLINE]Reaction&Thiswork(pb)&Ref.\cite{Lundborg:2005am}(pb)&Ref.\cite{Lin:2012ru}(pb)&$E_{cm}$\\[NEWLINE]\midrule[1pt][NEWLINE]$p\bar{p}\rightarrow\psi(3686)\eta$&23&$33\pm8$&9&5.38\\[NEWLINE]$p\bar{p}\rightarrowJ/\psi\eta$&56&$1520\pm140$&36&4.57\\[NEWLINE]\midrule[1pt][NEWLINE]\bottomrule[1.5pt][NEWLINE]\end{tabular} Normed ED: 0.838371375694016 Prediction: \begin{tabular}{lcccccccc}[NEWLINE] \hline[NEWLINE] Source&RA&Dec&V$\mathrm{L}_{SR}$&Distance&$\mathrm{T}_{\mathrm{ex}_{\mathrm{ex}_{\textrm{ex}_{\textrm{12}$CO})&$\mathrm{log}$(N$(H$))\\[NEWLINE] Name&(J2000)&(J2000)&(Kms-1)&(kpc)&(K)&(cm$\mathrm{-2}$)\\[NEWLINE] \hline[NEWLINE] G002.97+4.2&17:3:6:6.4&-24: 11:31&19.7&4.88&9.5&21.20\\[NEWLINE] G012.34-09\textrm{T}&18:12:5:3.7&-18: 17:01&34.2&3.35&14.6&22.25\\[NEWLINE] G012.72+0.69\textrm{T}&18:10:46.9&-17:34:15&17.3&\BE{19}&21.8&22.19\\[NEWLINE] G012.77-0.19\textrm{T}&18:1:08.2&-17: 57:04&35.6&3.38&33.0&23.13\\[NEWLINE] G012.82-0.19\textrm{T}&18: 13:3&-17:54:53&34.9&3.33&38.5&23.61\\[NEWLINE] G012.87-0.20\textrm{T}&18:4:22.1&-17:52:02&35.5&3.36&25.5&23.01\\[NEWLINE] G012.88-0.24\textrm{T}&18:4:32.4&-17:52.48&35.8&3.38&22.3&23.24\\[NEWLINE] G012.96-0.23\textrm{T}&18:4:39.6&-17:48:36&35.2&3.33&17.0&23.07\\[NEWLINE] G013.79-0.23\textrm{T}&18:6:9.5&-17:04:39&38.0&3.39&17.9&22.63\\[NEWLINE] G013.79-0.15\textrm{T}&18: 16:2.0&-16:53:02&40.2&3.50&19.9&22.65\\[NEWLINE] \hline[NEWLINE] \end{tabular}&HD&HD&11\\[NEWLINE] \hline[NEWLINE] \end{tabular}&HD&HD&11\\[NEWLINE] \hline[NEWLINE] \end{tabular}&111&42.6&&36.7&31.8&22.6&11.8&31.8\\[NEWLINE] \hline[NEWLINE] \end{tabular}&111.72&36.6&36.7&12.8&31.12&31.12&31.6&31.12\\[NEWLINE] \hline[NEWLINE] \end{tabular}&111.7&23.6&{12.7}&{14.7 Answer: \begin{tabular}{ccccccc}[NEWLINE]\hline\noalign{\smallskip}[NEWLINE]Source&RA&Dec&V$_{LSR}$&Distance&T$_{ex}$($^{12}$CO)&log($N($H$_2))$\\[NEWLINE]Name&(J2000)&(J2000)&(kms$^{-1}$)&(kpc)&(K)&(cm$^{-2}$)\\[NEWLINE]\hline\noalign{\smallskip}[NEWLINE]%\endhead\noalign{\smallskip}[NEWLINE]%$^*$[NEWLINE]G002.97+4.22&17:36:36.4&-24:11:31&19.7&4.88&9.5&21.20\\[NEWLINE]G012.34-0.09$^\dagger$&18:12:53.7&-18:17:01&34.2&3.35&14.6&22.25\\[NEWLINE]G012.72+0.69$^\dagger$&18:10:46.9&-17:34:15&17.3&1.94&21.8&22.19\\[NEWLINE]G012.77-0.19$^\dagger$&18:14:08.2&-17:57:04&35.6&3.38&33.0&23.13\\[NEWLINE]G012.82-0.19$^\dagger$&18:14:13.3&-17:54:53&34.9&3.33&38.5&23.61\\[NEWLINE]G012.87-0.20$^\dagger$&18:14:22.1&-17:52:02&35.5&3.36&25.5&23.01\\[NEWLINE]G012.88-0.24$^\dagger$&18:14:32.4&-17:52:48&35.8&3.38&22.3&23.24\\[NEWLINE]G012.96-0.23$^\dagger$&18:14:39.6&-17:48:36&35.2&3.33&17.1&23.07\\[NEWLINE]G013.79-0.23$^\dagger$&18:16:19.5&-17:04:39&38.0&3.39&17.9&22.63\\[NEWLINE]G013.97-0.15$^\dagger$&18:16:22.0&-16:53:02&40.2&3.50&19.9&22.65\\[NEWLINE]\hline\noalign{\smallskip}[NEWLINE]\end{tabular} Normed ED: 0.4444444444444444