memory_filling.tex 4.6 KB

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  1. \documentclass{article}
  2. \usepackage{pdflscape}
  3. \usepackage{graphicx}
  4. \usepackage{lscape}
  5. \usepackage{multirow}
  6. \usepackage[a4paper, total={8in, 10in}]{geometry}
  7. \usepackage[table,xcdraw]{xcolor}
  8. \begin{document}
  9. \begin{landscape}
  10. \begin{table}[]
  11. \centering
  12. \setlength{\tabcolsep}{0.3em} % for the horizontal padding
  13. {\renewcommand{\arraystretch}{1.3}%
  14. \resizebox{\linewidth}{!}{%
  15. \begin{tabular}{cc
  16. >{\columncolor[HTML]{FFFFC7}}c c
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  18. >{\columncolor[HTML]{FFFFC7}}c c|
  19. >{\columncolor[HTML]{FFFFC7}}c c
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  21. >{\columncolor[HTML]{FFFFC7}}c c}
  22. \multicolumn{2}{c}{memory size 0.1 of total train data} &\multicolumn{12}{c}{}% &&&&&&&&&&&&\\ [.2cm]
  23. \multicolumn{2}{c}{}&\multicolumn{6}{c}{CBRS}&\multicolumn{6}{c}{STDRS}\\
  24. \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}\\
  25. \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}\\
  26. \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
  27. metric & epochs &&&&&&&&&&&&\\ [.2cm]
  28. 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]
  29. 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]
  30. 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]
  31. 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]
  32. \end{tabular}%
  33. }}
  34. \end{table}
  35. \begin{table}[]
  36. \centering
  37. \setlength{\tabcolsep}{0.3em} % for the horizontal padding
  38. {\renewcommand{\arraystretch}{1.3}%
  39. \resizebox{\linewidth}{!}{%
  40. \begin{tabular}{cc
  41. >{\columncolor[HTML]{FFFFC7}}c c
  42. >{\columncolor[HTML]{FFFFC7}}c c
  43. >{\columncolor[HTML]{FFFFC7}}c c|
  44. >{\columncolor[HTML]{FFFFC7}}c c
  45. >{\columncolor[HTML]{FFFFC7}}c c
  46. >{\columncolor[HTML]{FFFFC7}}c c}
  47. \multicolumn{2}{c}{memory size 0.25 of total train data} &\multicolumn{12}{c}{}% &&&&&&&&&&&&\\ [.2cm]
  48. \multicolumn{2}{c}{}&\multicolumn{6}{c}{CBRS}&\multicolumn{6}{c}{STDRS}\\
  49. \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}\\
  50. \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}\\
  51. \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
  52. 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]
  53. 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]
  54. 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]
  55. 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]
  56. \end{tabular}%
  57. }}
  58. \end{table}
  59. \end{landscape}
  60. \end{document}