Last active
February 14, 2025 15:58
-
-
Save calvinmccarter/7d69dab1a06ab9c633cf5bd7c894ae56 to your computer and use it in GitHub Desktop.
tabular imputation flow
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
\begin{table}[ht] | |
\centering | |
\begin{tabular}{rlllllllll} | |
\hline | |
& MinMAE & AvgMAE & W\_train & W\_test & MedianMAD & R2\_imp & F1\_imp & PercentBias & CoverageRate \\ | |
\hline | |
KNN & 0.16 (0.03) & 0.16 (0.03) & 0.42 (0.08) & 1.89 (0.49) & 0 (0) & 0.59 (0.09) & 0.75 (0.04) & 1.27 (0.25) & 0.4 (0.11) \\ | |
ICE & 0.1 (0.01) & 0.21 (0.03) & 0.52 (0.09) & 1.99 (0.49) & 0.69 (0.1) & 0.59 (0.09) & 0.74 (0.04) & 1.05 (0.29) & 0.39 (0.09) \\ | |
MICE-Forest & 0.08 (0.02) & 0.13 (0.03) & 0.34 (0.07) & 1.86 (0.48) & 0.29 (0.08) & 0.61 (0.1) & 0.76 (0.04) & 0.61 (0.2) & 0.75 (0.11) \\ | |
MissForest & 0.1 (0.03) & 0.12 (0.03) & 0.32 (0.07) & 1.85 (0.48) & 0.1 (0.03) & 0.61 (0.1) & 0.76 (0.04) & 0.62 (0.22) & 0.79 (0.08) \\ | |
Softimpute & 0.22 (0.03) & 0.22 (0.03) & 0.53 (0.07) & 1.99 (0.48) & 0 (0) & 0.58 (0.09) & 0.74 (0.04) & 1.18 (0.34) & 0.31 (0.09) \\ | |
OT & 0.14 (0.02) & 0.19 (0.03) & 0.56 (0.1) & 1.98 (0.49) & 0.28 (0.05) & 0.59 (0.1) & 0.75 (0.04) & 1.09 (0.27) & 0.39 (0.12) \\ | |
GAIN & 0.16 (0.03) & 0.17 (0.03) & 0.49 (0.11) & 1.95 (0.51) & 0.01 (0) & 0.6 (0.1) & 0.75 (0.04) & 1.04 (0.25) & 0.54 (0.12) \\ | |
Forest-VP & 0.14 (0.04) & 0.17 (0.03) & 0.55 (0.13) & 1.96 (0.5) & 0.25 (0.03) & 0.61 (0.1) & 0.74 (0.04) & 0.81 (0.25) & 0.57 (0.14) \\ | |
utrees & 0.08 (0.02) & 0.14 (0.03) & 0.38 (0.08) & 1.87 (0.49) & 0.29 (0.07) & 0.61 (0.1) & 0.76 (0.04) & 0.62 (0.2) & 0.72 (0.13) \\ | |
Oracle & 0 (0) & 0 (0) & 0 (0) & 1.87 (0.49) & 0 (0) & 0.64 (0.09) & 0.78 (0.04) & 0 (0) & 1 (0) \\ | |
\hline | |
\end{tabular} | |
\end{table} | |
% latex table generated in R 4.4.1 by xtable 1.8-4 package | |
% Fri Feb 14 10:55:47 2025 | |
\begin{table}[ht] | |
\centering | |
\begin{tabular}{rlllllllll} | |
\hline | |
& MinMAE & AvgMAE & W\_train & W\_test & MedianMAD & R2\_imp & F1\_imp & PercentBias & CoverageRate \\ | |
\hline | |
KNN & 5.5 (0.5) & 6.3 (0.4) & 4.9 (0.4) & 5 (0.4) & 8.4 (0) & 6.5 (1) & 5.7 (1.1) & 6.2 (1) & 5.4 (0.6) \\ | |
ICE & 6.8 (0.4) & 4.7 (0.4) & 7 (0.5) & 7.2 (0.4) & 1.6 (0.2) & 6.2 (1) & 7 (0.6) & 5.7 (0.9) & 5.2 (0.7) \\ | |
MICE-Forest & 3.9 (0.4) & 2.5 (0.4) & 2.9 (0.2) & 2.9 (0.2) & 3.7 (0.2) & 3.7 (1.4) & 3.2 (1) & 5.5 (1.2) & 4.2 (0.6) \\ | |
MissForest & 2.7 (0.5) & 4 (0.4) & 1.8 (0.3) & 1.9 (0.3) & 5.5 (0.2) & 3.7 (1.4) & 2.5 (0.5) & 5.5 (1.5) & 3.4 (0.5) \\ | |
Softimpute & 6.7 (0.4) & 7.6 (0.4) & 7.1 (0.5) & 7.3 (0.5) & 8.4 (0) & 5.8 (1) & 7.8 (0.4) & 6.3 (0.9) & 6.7 (0.5) \\ | |
OT & 5.9 (0.4) & 6.2 (0.3) & 6 (0.5) & 6 (0.5) & 3.7 (0.3) & 6.2 (0.5) & 6.8 (0.6) & 5.5 (0.8) & 4.8 (0.5) \\ | |
GAIN & 4.6 (0.4) & 6.5 (0.3) & 5.9 (0.3) & 6 (0.2) & 6.9 (0.1) & 5.7 (0.8) & 5.4 (0.8) & 4.5 (1.1) & 5 (0.6) \\ | |
Forest-VP & 5.2 (0.4) & 4 (0.5) & 5.7 (0.3) & 5 (0.4) & 3.2 (0.4) & 4.5 (0.9) & 4.6 (0.8) & 3.3 (0.6) & 5.4 (0.7) \\ | |
utrees & 3.7 (0.5) & 3.2 (0.4) & 3.7 (0.5) & 3.8 (0.5) & 3.7 (0.2) & 2.8 (0.6) & 2.2 (0.6) & 2.5 (0.8) & 4.9 (0.6) \\ | |
\hline | |
\end{tabular} | |
\end{table} |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
iris , MCAR(0.2) , utrees , 0.0638197797783635 , 0.08624623373692339 , 0.0 , 0.0 , 0.060062918545105454 , 0.24480224963380864 , 0.002111058520181239 , 0.11913073675920763 , 0.09292674251214719 , 0.0 , 0.9317496864605045 , 140.1014920870463 , 0.0 , 0.9665831244778612 , 0.0 , 0.8728912548924215 , 0.0 , 0.9525615385264508 , 0.0 , 0.9349628279452841 | |
wine , MCAR(0.2) , utrees , 0.09482056569377315 , 0.13021683661974146 , 0.0 , 0.0 , 0.33564363205471526 , 1.4446787234536134 , 0.005324148638120522 , 0.22483684454232328 , 0.18373533734818076 , 0.0 , 0.951165767578112 , 2846.0253070195517 , 0.0 , 0.9378117563614641 , 0.0 , 0.8873979161720117 , 0.0 , 0.9979210394802599 , 0.0 , 0.9815323582987119 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment