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results/results_tables/accs_n_stds.tex

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+\documentclass{article}
+
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+\usepackage{lscape}
+\usepackage{multirow}
+\usepackage[a4paper, total={8in, 10in}]{geometry}
+\usepackage[table,xcdraw]{xcolor}
+\begin{document}
+
+
+\begin{landscape}
+\begin{table}[]
+\centering
+\setlength{\tabcolsep}{0.3em} % for the horizontal padding
+{\renewcommand{\arraystretch}{1.3}%
+\resizebox{\linewidth}{!}{%
+\begin{tabular}{ccc
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+\multicolumn{2}{c}{}&\multicolumn{2}{c}{Joint}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}&\multicolumn{2}{c}{Max. Interfered Retrival}&\multicolumn{2}{c}{Fill Exp - Oversample}&\multicolumn{2}{c}{Fill Exp - Random}&\multicolumn{2}{c}{Cls Error/Freq Avg}\\
+\multicolumn{2}{c}{data stream: chronological}&&&&&&&&&&&&&&&&\\
+\multicolumn{2}{c}{dataratio}&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0\\ [.1cm] 
+ \multicolumn{4}{c}{joint epochs: (r+1)*epochs in rehearsal (equiv. nr. updates)} &&&&&&&&&&&&&&\\ [.1cm] \hline
+
+
+
+metric & epochs &&&&&&&&&&&&&&&&\\ [.2cm]
+\multirow{2}{*}{Top\_1Acc\_Stream}&3&$90.92\pm1.59$&$90.31\pm0.62$&$85.05\pm0.9$&$74.48\pm1.29$&$73.68\pm3.4$&$55.85\pm3.06$&$88.92\pm0.3$&$79.94\pm2.2$&$84.63\pm0.26$&$68.28\pm1.9$&$80.57\pm4.86$&-&$86.75\pm1.23$&-&$85.61\pm1.2$&-\\
+&5&$92.13\pm0.6$&$91.11\pm0.64$&$85.11\pm2.79$&$75.05\pm5.06$&$74.44\pm4.62$&$57.34\pm4.84$&$89.13\pm0.53$&$81.98\pm0.84$&$85.04\pm0.62$&$72.83\pm1.07$&$81.09\pm3.83$&-&$86.13\pm1.16$&-&$85.41\pm0.75$&-\\[.3cm]
+\multirow{2}{*}{ClassTop\_1AvgAcc\_Stream}&3&$65.32\pm1.78$&$60.36\pm3.85$&$66.18\pm1.37$&$60.49\pm2.5$&$69.74\pm1.52$&$58.46\pm2.2$&$58.32\pm3.09$&$39.9\pm3.22$&$48.76\pm1.68$&$30.64\pm1.03$&$65.94\pm1.62$&-&$68.34\pm0.95$&-&$67.67\pm1.22$&-\\
+&5&$65.59\pm3.2$&$63.47\pm3.69$&$67.55\pm1.68$&$63.17\pm2.57$&$67.71\pm1.59$&$60.65\pm2.66$&$56.63\pm2.44$&$42.5\pm1.84$&$50.69\pm0.72$&$33.79\pm1.35$&$68.27\pm2.04$&-&$67.09\pm1.19$&-&$68.26\pm0.98$&-\\[.3cm]
+\multirow{2}{*}{SeqTop\_1Acc\_Stream}&3&$90.02\pm2.28$&$90.04\pm1.26$&$86.22\pm0.95$&$75.52\pm1.79$&$74.89\pm3.69$&$56.97\pm2.46$&$88.25\pm0.95$&$77.42\pm2.24$&$82.82\pm0.78$&$64.76\pm2.16$&$81.02\pm5.06$&-&$87.82\pm1.66$&-&$87.01\pm0.92$&-\\
+&5&$91.52\pm1.04$&$90.6\pm0.96$&$86.18\pm3.19$&$75.72\pm4.5$&$75.92\pm4.65$&$58.18\pm4.91$&$88.31\pm1.11$&$80.09\pm1.29$&$83.66\pm1.19$&$70.2\pm0.96$&$81.85\pm4.46$&-&$87.28\pm0.89$&-&$86.66\pm0.89$&-\\[.3cm]
+\multirow{2}{*}{SeqClassTop\_1AvgAcc\_Stream}&3&$64.14\pm2.89$&$61.04\pm4.41$&$67.01\pm1.96$&$61.33\pm2.11$&$70.59\pm2.36$&$61.49\pm3.87$&$57.99\pm3.8$&$39.22\pm4.47$&$48.02\pm1.58$&$29.63\pm1.34$&$65.99\pm2.01$&-&$69.44\pm1.09$&-&$67.9\pm2.07$&-\\
+&5&$64.55\pm3.16$&$62.56\pm4.55$&$66.91\pm2.45$&$63.35\pm2.94$&$70.34\pm1.6$&$62.85\pm1.43$&$56.65\pm2.65$&$42.3\pm2.86$&$49.77\pm2.85$&$33.27\pm1.34$&$68.57\pm3.27$&-&$67.78\pm1.86$&-&$69.35\pm2.01$&-\\[.3cm]
+    
+\end{tabular}%
+}}
+\end{table}
+
+
+\begin{table}[]
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+\multicolumn{2}{c}{}&\multicolumn{2}{c}{Joint}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}&\multicolumn{2}{c}{Max. Interfered Retrival}&\multicolumn{2}{c}{Fill Exp - Oversample}&\multicolumn{2}{c}{Fill Exp - Random}&\multicolumn{2}{c}{Cls Error/Freq Avg}\\
+\multicolumn{2}{c}{data stream: shuffled}&&&&&&&&&&&&&&&&\\
+\multicolumn{2}{c}{dataratio}&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0\\ [.1cm] 
+ \multicolumn{4}{c}{joint epochs: (r+1)*epochs in rehearsal (equiv. nr. updates)} &&&&&&&&&&&&&&\\ [.1cm] \hline
+metric & epochs &&&&&&&&&&&&&&&&\\ [.2cm]
+\multirow{2}{*}{Top\_1Acc\_Stream}&3&$90.92\pm1.59$&$90.31\pm0.62$&$88.87\pm0.65$&$85.25\pm1.16$&$87.57\pm1.16$&$83.43\pm1.13$&$90.9\pm0.19$&$86.96\pm1.29$&$85.77\pm0.94$&$77.17\pm0.47$&$87.69\pm1.4$&-&$89.55\pm0.72$&-&$89.04\pm0.79$&-\\
+&5&$92.13\pm0.6$&$91.11\pm0.64$&$88.84\pm0.81$&$86.42\pm0.47$&$86.84\pm0.83$&$85.09\pm0.66$&$91.13\pm0.57$&$87.63\pm0.7$&$87.24\pm1.14$&$80.16\pm1.07$&$88.13\pm0.56$&-&$89.92\pm0.43$&-&$88.93\pm0.75$&-\\[.3cm]
+\multirow{2}{*}{ClassTop\_1AvgAcc\_Stream}&3&$65.32\pm1.78$&$60.36\pm3.85$&$67.81\pm1.65$&$64.3\pm1.8$&$72.17\pm2.49$&$64.27\pm1.99$&$61.45\pm1.31$&$52.02\pm3.89$&$51.4\pm2.62$&$38.76\pm1.16$&$68.91\pm1.33$&-&$69.98\pm2.44$&-&$69.03\pm2.69$&-\\
+&5&$65.59\pm3.2$&$63.47\pm3.69$&$68.63\pm1.62$&$68.2\pm1.13$&$70.12\pm0.92$&$66.84\pm2.22$&$60.57\pm1.75$&$50.82\pm2.39$&$54.3\pm0.82$&$41.96\pm1.42$&$68.53\pm1.24$&-&$68.98\pm1.44$&-&$69.23\pm1.02$&-\\[.3cm]
+\multirow{2}{*}{SeqTop\_1Acc\_Stream}&3&$90.02\pm2.28$&$90.04\pm1.26$&$89.83\pm0.88$&$85.53\pm1.44$&$88.93\pm0.91$&$84.52\pm1.43$&$90.26\pm0.53$&$86.72\pm1.33$&$84.49\pm1.28$&$75.08\pm0.71$&$89.08\pm1.38$&-&$90.52\pm0.61$&-&$90.02\pm0.59$&-\\
+&5&$91.52\pm1.04$&$90.6\pm0.96$&$89.99\pm0.89$&$87.36\pm0.48$&$87.68\pm0.72$&$86.18\pm1.59$&$90.2\pm1.13$&$85.65\pm1.48$&$86.04\pm1.23$&$78.31\pm1.56$&$88.77\pm0.94$&-&$90.16\pm0.96$&-&$89.71\pm0.24$&-\\[.3cm]
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+&5&$64.55\pm3.16$&$62.56\pm4.55$&$69.99\pm1.94$&$69.67\pm1.26$&$71.07\pm0.71$&$68.12\pm3.88$&$59.93\pm3.42$&$49.81\pm2.27$&$53.47\pm0.73$&$41.16\pm2.69$&$68.46\pm1.76$&-&$69.35\pm2.99$&-&$70.01\pm1.74$&-\\[.3cm]
+
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results/results_tables/accs_n_stds.tex.bak

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+\multicolumn{2}{c}{}&\multicolumn{2}{c}{Joint}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}&\multicolumn{2}{c}{Max. Interfered Retrival}&\multicolumn{2}{c}{Fill Exp - Oversample}&\multicolumn{2}{c}{Fill Exp - Random}&\multicolumn{2}{c}{Cls Error/Freq Avg}\\
+\multicolumn{2}{c}{data stream: chronological}&&&&&&&&&&&&&&&&\\
+\multicolumn{2}{c}{dataratio}&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0\\ [.1cm] 
+ \multicolumn{4}{c}{joint epochs: (r+1)*epochs in rehearsal (equiv. nr. updates)} &&&&&&&&&&&&&&\\ [.1cm] \hline
+
+
+
+metric & epochs &&&&&&&&&&&&&&&&\\ [.2cm]
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+\multirow{2}{*}{SeqTop\_1Acc\_Stream}&3&$90.02\pm2.28$&$90.04\pm1.26$&$86.22\pm0.95$&$75.52\pm1.79$&$74.89\pm3.69$&$56.97\pm2.46$&$88.25\pm0.95$&$77.42\pm2.24$&$82.82\pm0.78$&$64.76\pm2.16$&$81.02\pm5.06$&-&$87.82\pm1.66$&-&$87.01\pm0.92$&-\\
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+\multirow{2}{*}{SeqClassTop\_1AvgAcc\_Stream}&3&$64.14\pm2.89$&$61.04\pm4.41$&$67.01\pm1.96$&$61.33\pm2.11$&$70.59\pm2.36$&$61.49\pm3.87$&$57.99\pm3.8$&$39.22\pm4.47$&$48.02\pm1.58$&$29.63\pm1.34$&$65.99\pm2.01$&-&$69.44\pm1.09$&-&$67.9\pm2.07$&-\\
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+    
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+ \multicolumn{4}{c}{joint epochs: (r+1)*epochs in rehearsal (equiv. nr. updates)} &&&&&&&&&&&&&&\\ [.1cm] \hline
+metric & epochs &&&&&&&&&&&&&&&&\\ [.2cm]
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+&5&$91.52\pm1.04$&$90.6\pm0.96$&$89.99\pm0.89$&$87.36\pm0.48$&$87.68\pm0.72$&$86.18\pm1.59$&$90.2\pm1.13$&$85.65\pm1.48$&$86.04\pm1.23$&$78.31\pm1.56$&$88.77\pm0.94$&-&$90.16\pm0.96$&-&$89.71\pm0.24$&-\\[.3cm]
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+&5&$64.55\pm3.16$&$62.56\pm4.55$&$69.99\pm1.94$&$69.67\pm1.26$&$71.07\pm0.71$&$68.12\pm3.88$&$59.93\pm3.42$&$49.81\pm2.27$&$53.47\pm0.73$&$41.16\pm2.69$&$68.46\pm1.76$&-&$69.35\pm2.99$&-&$70.01\pm1.74$&-\\[.3cm]
+
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results/results_tables/ce_alts.tex

@@ -0,0 +1,78 @@
+\documentclass{article}
+
+\usepackage{pdflscape}
+\usepackage{graphicx}
+\usepackage{lscape}
+\usepackage{multirow}
+\usepackage[a4paper, total={8in, 10in}]{geometry}
+\usepackage[table,xcdraw]{xcolor}
+\begin{document}
+
+
+\begin{landscape}
+\begin{table}[]
+\centering
+\setlength{\tabcolsep}{0.3em} % for the horizontal padding
+{\renewcommand{\arraystretch}{1.3}%
+\resizebox{\linewidth}{!}{%
+\begin{tabular}{ccc
+>{\columncolor[HTML]{FFFFC7}}c
+>{\columncolor[HTML]{FFFFC7}}c 
+>{\columncolor[HTML]{FFFFC7}}c 
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+\multicolumn{2}{c}{data stream: chronological}&&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&&&&&\\
+\multicolumn{2}{c}{dataratio r=8.0}&&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&&&&&\\ [.1cm]
+\multicolumn{2}{c}{}&\multicolumn{1}{c}{Class Frequency}&\multicolumn{4}{c}{Class Error}&\multicolumn{5}{c}{Weighted Moving Average Class Error}\\
+
+
+\multicolumn{2}{c}{}&\multicolumn{1}{c}{}&\multicolumn{1}{c}{original}&\multicolumn{1}{c}{temp=0.1}&\multicolumn{1}{c}{temp=0.2}&\multicolumn{1}{c}{temp=0.3}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+%\multicolumn{7}{c}{}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+&&&&&&&\multicolumn{1}{c}{sig=1.5}&\multicolumn{1}{c}{sig=3.0}&\multicolumn{1}{c}{sig=3}&\multicolumn{1}{c}{sig=6}&\multicolumn{1}{c}{sig=9.0}\\
+
+ \hline
+metric & epochs &&&&&&&&&&\\ [.2cm]
+Top\_1Acc\_Stream&3&$73.68\pm3.4$&$85.05\pm0.9$&$84.64\pm2.84$&$84.97\pm0.44$&$85.5\pm0.86$&-&$84.19\pm1.76$&$85.93\pm1.27$&$85.1\pm2.69$&$84.38\pm1.62$\\[.2cm]
+ClassTop\_1AvgAcc\_Stream&3&$69.74\pm1.52$&$66.18\pm1.37$&$66.44\pm4.04$&$67.79\pm1.67$&$66.3\pm1.41$&-&$67.05\pm0.86$&$66.99\pm2.76$&$66.97\pm1.22$&$66.28\pm2.19$\\[.2cm]
+SeqTop\_1Acc\_Stream&3&$74.89\pm3.69$&$86.22\pm0.95$&$85.4\pm2.62$&$86.49\pm0.83$&$86.54\pm1.51$&-&$85.35\pm1.18$&$86.66\pm1.63$&$86.56\pm2.5$&$85.35\pm1.18$\\[.2cm]
+SeqClassTop\_1AvgAcc\_Stream&3&$70.59\pm2.36$&$67.01\pm1.96$&$67.23\pm5.17$&$68.74\pm3.21$&$68.43\pm2.37$&-&$67.15\pm1.72$&$67.12\pm2.9$&$68.22\pm2.21$&$67.23\pm3.02$\\[.2cm]
+    
+\end{tabular}%
+}}
+\end{table}
+
+
+\begin{table}[]
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+\setlength{\tabcolsep}{0.3em} % for the horizontal padding
+{\renewcommand{\arraystretch}{1.3}%
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+\multicolumn{2}{c}{data stream: shuffled}&&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&\cellcolor[HTML]{FFFFFF}&&&&&\\
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+\multicolumn{2}{c}{}&\multicolumn{1}{c}{Class Frequency}&\multicolumn{4}{c}{Class Error}&\multicolumn{5}{c}{Weighted Moving Average Class Error}\\
+
+
+\multicolumn{2}{c}{}&\multicolumn{1}{c}{}&\multicolumn{1}{c}{original}&\multicolumn{1}{c}{temp=0.1}&\multicolumn{1}{c}{temp=0.2}&\multicolumn{1}{c}{temp=0.3}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+%\multicolumn{7}{c}{}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+&&&&&&&\multicolumn{1}{c}{sig=1.5}&\multicolumn{1}{c}{sig=3.0}&\multicolumn{1}{c}{sig=3}&\multicolumn{1}{c}{sig=6}&\multicolumn{1}{c}{sig=9.0}\\
+
+ \hline
+metric & epochs &&&&&&&&&&\\ [.2cm]
+Top\_1Acc\_Stream&3&$87.57\pm1.16$&$88.87\pm0.65$&$88.5\pm0.76$&$88.71\pm0.75$&$89.32\pm0.68$&$88.79\pm0.73$&$89.44\pm0.49$&$88.73\pm0.6$&$88.24\pm0.48$&$89.24\pm0.84$\\[.2cm]
+ClassTop\_1AvgAcc\_Stream&3&$72.17\pm2.49$&$67.81\pm1.65$&$68.8\pm1.72$&$70.21\pm1.76$&$70.18\pm2.75$&$70.26\pm1.36$&$69.08\pm1.06$&$69.24\pm1.27$&$68.06\pm2.92$&$69.78\pm1.68$\\[.2cm]
+SeqTop\_1Acc\_Stream&3&$88.93\pm0.91$&$89.83\pm0.88$&$89.41\pm0.52$&$89.91\pm1.21$&$90.7\pm0.95$&$90.08\pm0.74$&$89.89\pm0.87$&$89.47\pm0.67$&$89.31\pm0.67$&$90.18\pm0.92$\\[.2cm]
+SeqClassTop\_1AvgAcc\_Stream&3&$74.17\pm2.64$&$68.36\pm1.73$&$70.44\pm2.23$&$71.85\pm2.46$&$72.52\pm3.34$&$72.75\pm1.48$&$70.56\pm2.39$&$70.32\pm1.99$&$70.04\pm2.79$&$70.69\pm3.59$\\[.2cm]
+
+
+\end{tabular}%
+}}
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+\end{landscape}
+\end{document}
+

results/results_tables/ce_alts.tex.bak

@@ -0,0 +1,78 @@
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+\multicolumn{2}{c}{}&\multicolumn{1}{c}{Class Frequency}&\multicolumn{4}{c}{Class Error}&\multicolumn{5}{c}{Weighted Moving Average Class Error}\\
+
+
+\multicolumn{2}{c}{}&\multicolumn{1}{c}{}&\multicolumn{1}{c}{original}&\multicolumn{1}{c}{temp=0.1}&\multicolumn{1}{c}{temp=0.2}&\multicolumn{1}{c}{temp=0.3}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+%\multicolumn{7}{c}{}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+&&&&&&&\multicolumn{1}{c}{sig=1.5}&\multicolumn{1}{c}{sig=3.0}&\multicolumn{1}{c}{sig=3}&\multicolumn{1}{c}{sig=6}&\multicolumn{1}{c}{sig=9.0}\\
+
+ \hline
+metric & epochs &&&&&&&&&&\\ [.2cm]
+Top\_1Acc\_Stream&3&$73.68\pm3.4$&$85.05\pm0.9$&$84.64\pm2.84$&$84.97\pm0.44$&$85.5\pm0.86$&-&$84.19\pm1.76$&$85.93\pm1.27$&$85.1\pm2.69$&$84.38\pm1.62$\\[.2cm]
+ClassTop\_1AvgAcc\_Stream&3&$69.74\pm1.52$&$66.18\pm1.37$&$66.44\pm4.04$&$67.79\pm1.67$&$66.3\pm1.41$&-&$67.05\pm0.86$&$66.99\pm2.76$&$66.97\pm1.22$&$66.28\pm2.19$\\[.2cm]
+SeqTop\_1Acc\_Stream&3&$74.89\pm3.69$&$86.22\pm0.95$&$85.4\pm2.62$&$86.49\pm0.83$&$86.54\pm1.51$&-&$85.35\pm1.18$&$86.66\pm1.63$&$86.56\pm2.5$&$85.35\pm1.18$\\[.2cm]
+SeqClassTop\_1AvgAcc\_Stream&3&$70.59\pm2.36$&$67.01\pm1.96$&$67.23\pm5.17$&$68.74\pm3.21$&$68.43\pm2.37$&-&$67.15\pm1.72$&$67.12\pm2.9$&$68.22\pm2.21$&$67.23\pm3.02$\\[.2cm]
+    
+\end{tabular}%
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+
+
+\begin{table}[]
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+\multicolumn{2}{c}{}&\multicolumn{1}{c}{Class Frequency}&\multicolumn{4}{c}{Class Error}&\multicolumn{5}{c}{Weighted Moving Average Class Error}\\
+
+
+\multicolumn{2}{c}{}&\multicolumn{1}{c}{}&\multicolumn{1}{c}{original}&\multicolumn{1}{c}{temp=0.1}&\multicolumn{1}{c}{temp=0.2}&\multicolumn{1}{c}{temp=0.3}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+%\multicolumn{7}{c}{}&\multicolumn{2}{c}{n=6}&\multicolumn{2}{c}{n=12}&\multicolumn{1}{c}{n=18}\\
+&&&&&&&\multicolumn{1}{c}{sig=1.5}&\multicolumn{1}{c}{sig=3.0}&\multicolumn{1}{c}{sig=3}&\multicolumn{1}{c}{sig=6}&\multicolumn{1}{c}{sig=9.0}\\
+
+ \hline
+metric & epochs &&&&&&&&&&\\ [.2cm]
+Top\_1Acc\_Stream&3&$87.57\pm1.16$&$88.87\pm0.65$&$88.5\pm0.76$&$88.71\pm0.75$&$89.32\pm0.68$&$88.79\pm0.73$&$89.44\pm0.49$&$88.73\pm0.6$&$88.24\pm0.48$&$89.24\pm0.84$\\[.2cm]
+ClassTop\_1AvgAcc\_Stream&3&$72.17\pm2.49$&$67.81\pm1.65$&$68.8\pm1.72$&$70.21\pm1.76$&$70.18\pm2.75$&$70.26\pm1.36$&$69.08\pm1.06$&$69.24\pm1.27$&$68.06\pm2.92$&$69.78\pm1.68$\\[.2cm]
+SeqTop\_1Acc\_Stream&3&$88.93\pm0.91$&$89.83\pm0.88$&$89.41\pm0.52$&$89.91\pm1.21$&$90.7\pm0.95$&$90.08\pm0.74$&$89.89\pm0.87$&$89.47\pm0.67$&$89.31\pm0.67$&$90.18\pm0.92$\\[.2cm]
+SeqClassTop\_1AvgAcc\_Stream&3&$74.17\pm2.64$&$68.36\pm1.73$&$70.44\pm2.23$&$71.85\pm2.46$&$72.52\pm3.34$&$72.75\pm1.48$&$70.56\pm2.39$&$70.32\pm1.99$&$70.04\pm2.79$&$70.69\pm3.59$\\[.2cm]
+
+
+\end{tabular}%
+}}
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+\end{landscape}
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+

results/results_tables/memory_filling.aux

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+INPUT memory_filling.aux
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results/results_tables/memory_filling.tex

@@ -0,0 +1,73 @@
+\documentclass{article}
+
+\usepackage{pdflscape}
+\usepackage{graphicx}
+\usepackage{lscape}
+\usepackage{multirow}
+\usepackage[a4paper, total={8in, 10in}]{geometry}
+\usepackage[table,xcdraw]{xcolor}
+\begin{document}
+
+
+\begin{landscape}
+\begin{table}[]
+\centering
+\setlength{\tabcolsep}{0.3em} % for the horizontal padding
+{\renewcommand{\arraystretch}{1.3}%
+\resizebox{\linewidth}{!}{%
+\begin{tabular}{cc
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c|
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c}
+\multicolumn{2}{c}{memory size 0.1 of total train data} &\multicolumn{12}{c}{}% &&&&&&&&&&&&\\ [.2cm]
+
+\multicolumn{2}{c}{}&\multicolumn{6}{c}{CBRS}&\multicolumn{6}{c}{STDRS}\\
+\multicolumn{2}{c}{}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c|}{Random}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}\\
+\multicolumn{2}{c}{data stream order : }&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c|}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}\\
+
+
+\multicolumn{2}{c}{dataratio}&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0\\ [.1cm] \hline
+metric & epochs &&&&&&&&&&&&\\ [.2cm]
+Top\_1Acc\_Stream&5&$81.41\pm0.81$&$88.31\pm0.48$&$82.08\pm1.5$&$88.34\pm0.21$&$82.78\pm1.55$&$88.27\pm0.48$&$84.3\pm0.88$&$88.22\pm0.19$&$82.4\pm0.97$&$88.38\pm0.77$&$84.79\pm0.52$&$89.11\pm0.26$\\[.2cm]
+ClassTop\_1AvgAcc\_Stream&5&$65.38\pm0.99$&$69.39\pm1.41$&$66.43\pm2.52$&$68.14\pm2.13$&$66.39\pm1.67$&$68.03\pm2.36$&$50.3\pm1.72$&$57.65\pm2.52$&$49.34\pm1.66$&$56.86\pm2.36$&$48.71\pm1.43$&$55.19\pm2.58$\\[.2cm]
+SeqTop\_1Acc\_Stream&5&$82.82\pm0.95$&$89.42\pm0.78$&$83.96\pm2.06$&$88.78\pm0.35$&$84.25\pm1.59$&$88.99\pm0.77$&$83.22\pm0.68$&$87.97\pm0.94$&$82.11\pm1.32$&$88.02\pm0.58$&$83.46\pm1.61$&$87.52\pm0.4$\\[.2cm]
+SeqClassTop\_1AvgAcc\_Stream&5&$66.63\pm1.41$&$70.49\pm3.24$&$67.71\pm3.68$&$69.08\pm3.4$&$68.6\pm3.23$&$68.71\pm2.53$&$49.93\pm2.35$&$56.08\pm3.76$&$49.84\pm2.89$&$55.68\pm2.28$&$48.41\pm2.91$&$53.88\pm2.42$\\[.2cm]
+
+\end{tabular}%
+}}
+\end{table}
+
+
+\begin{table}[]
+\centering
+\setlength{\tabcolsep}{0.3em} % for the horizontal padding
+{\renewcommand{\arraystretch}{1.3}%
+\resizebox{\linewidth}{!}{%
+\begin{tabular}{cc
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c|
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c
+>{\columncolor[HTML]{FFFFC7}}c c}
+\multicolumn{2}{c}{memory size 0.25 of total train data} &\multicolumn{12}{c}{}% &&&&&&&&&&&&\\ [.2cm]
+
+\multicolumn{2}{c}{}&\multicolumn{6}{c}{CBRS}&\multicolumn{6}{c}{STDRS}\\
+\multicolumn{2}{c}{}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c|}{Random}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}\\
+\multicolumn{2}{c}{data stream order : }&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c|}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}&\multicolumn{1}{c}{chronological}&\multicolumn{1}{c}{shuffled}\\
+
+\multicolumn{2}{c}{dataratio}&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0&r=8.0\\ [.1cm] \hline
+Top\_1Acc\_Stream&5&$84.43\pm0.95$&$89.25\pm0.83$&$84.61\pm0.92$&$89.12\pm0.67$&$85.55\pm0.71$&$89.55\pm0.81$&$85.59\pm1.21$&$89.32\pm0.41$&$77.9\pm2.93$&$88.09\pm1.27$&$87.18\pm0.55$&$90.54\pm0.26$\\ [.2cm]
+ClassTop\_1AvgAcc\_Stream&5&$67.42\pm1.06$&$69.35\pm2.8$&$67.93\pm1.71$&$68.98\pm2.14$&$64.6\pm1.63$&$67.61\pm0.75$&$57.18\pm1.78$&$61.51\pm0.75$&$57.61\pm2.87$&$61.74\pm1.29$&$52.61\pm2.76$&$59.84\pm0.67$\\[.2cm]
+SeqTop\_1Acc\_Stream&5&$85.35\pm1.01$&$89.87\pm1.24$&$86.35\pm1.46$&$89.89\pm0.72$&$86.6\pm1.12$&$90.42\pm1.14$&$85.98\pm1.06$&$89.34\pm0.45$&$78.1\pm3.43$&$88.55\pm1.04$&$85.84\pm1.16$&$89.76\pm0.68$\\[.2cm]
+SeqClassTop\_1AvgAcc\_Stream&5&$67.01\pm2.21$&$69.82\pm2.97$&$69.62\pm2.01$&$70.73\pm2.78$&$64.98\pm3.54$&$67.76\pm1.43$&$57.0\pm3.16$&$61.15\pm1.91$&$57.62\pm3.63$&$61.95\pm1.55$&$50.93\pm4.1$&$58.09\pm2.04$\\[.2cm]
+
+\end{tabular}%
+}}
+\end{table}
+\end{landscape}
+\end{document}
+

scripts/cont_ava.py

@@ -201,10 +201,8 @@ if args.rehearsal_method is not None:
         print(total_train_data)
         if args.memory_size <1:
             memory_size = int(args.memory_size*total_train_data)
-            print('r', memory_size)
         else: 
             memory_size = int(args.memory_size)
-            print('i', memory_size)
         strategy = 'rehersal_' +args.memory_filling+'_memsize_'+str(args.memory_size)
         print('total memory size ', args.memory_size)
     else: