{"id":3502,"date":"2023-07-17T03:38:00","date_gmt":"2023-07-17T03:38:00","guid":{"rendered":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%a6-%e1%84%8b%e1%85%b4%e1%84%89%e1%85%a1%e1%84%80%e1%85%a7%e1%86%af%e1%84%8c%e1%85%a5%e1%86%bc-%e1%84%90%e1%85%b3%e1%84%85%e1%85%b5-%e1%84%80%e1%85%b3%e1%84%85%e1%85%b5%e1%84%80\/"},"modified":"2023-07-17T03:38:00","modified_gmt":"2023-07-17T03:38:00","slug":"r%e1%84%8b%e1%85%a6-%e1%84%8b%e1%85%b4%e1%84%89%e1%85%a1%e1%84%80%e1%85%a7%e1%86%af%e1%84%8c%e1%85%a5%e1%86%bc-%e1%84%90%e1%85%b3%e1%84%85%e1%85%b5-%e1%84%80%e1%85%b3%e1%84%85%e1%85%b5%e1%84%80","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/r%e1%84%8b%e1%85%a6-%e1%84%8b%e1%85%b4%e1%84%89%e1%85%a1%e1%84%80%e1%85%a7%e1%86%af%e1%84%8c%e1%85%a5%e1%86%bc-%e1%84%90%e1%85%b3%e1%84%85%e1%85%b5-%e1%84%80%e1%85%b3%e1%84%85%e1%85%b5%e1%84%80\/","title":{"rendered":"R\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815\ub098\ubb34\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568)"},"content":{"rendered":"

<\/p>\n

\n

\uae30\uacc4 \ud559\uc2b5<\/a> \uc5d0\uc11c \uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac\ub294<\/strong> \uc77c\ub828\uc758 \uc608\uce21 \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc751\ub2f5 \ubcc0\uc218\uc758 \uac12\uc744 \uc608\uce21\ud558\ub294 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\ub97c \uc0dd\uc131\ud558\ub294 \ubaa8\ub378 \uc720\ud615\uc785\ub2c8\ub2e4.<\/span><\/span><\/p>\n

R\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\ub97c \uadf8\ub9ac\ub294 \uac00\uc7a5 \uc26c\uc6b4 \ubc29\ubc95\uc740 rpart.plot<\/strong> \ud328\ud0a4\uc9c0\uc758 prp()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/span><\/p>\n

\ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uc774 \uae30\ub2a5\uc744 \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span><\/p>\n

\uc608: R\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac \uadf8\ub9ac\uae30<\/strong><\/span><\/h2>\n

\uc774 \uc608\uc5d0\uc11c\ub294 263\uba85\uc758 \ud504\ub85c \uc57c\uad6c \uc120\uc218\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c ISLR<\/strong> \ud328\ud0a4\uc9c0\uc758 Hitters<\/strong> \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n

\uc6b0\ub9ac\ub294 \uc774 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud648\ub7f0\uacfc \ud50c\ub808\uc774 \uae30\uac04\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uc120\uc218\uc758 \uc5f0\ubd09\uc744 \uc608\uce21\ud558\ub294 \ud68c\uadc0 \ud2b8\ub9ac\ub97c \uad6c\ucd95\ud560 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n

\ub2e4\uc74c \ucf54\ub4dc\ub294 \uc774 \ud68c\uadc0 \ud2b8\ub9ac\ub97c \ud53c\ud305\ud558\ub294 \ubc29\ubc95\uacfc prp()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b8\ub9ac\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/span> <\/p>\n

 library<\/span> (ISLR)\nlibrary<\/span> (rpart)\nlibrary<\/span> (rpart.plot)\n\n#build the initial decision tree\n<\/span>tree <- rpart(Salary ~ Years + HmRun, data=Hitters, control=rpart. control<\/span> (cp= .0001<\/span> ))\n<\/span><\/span><\/strong>\n<\/span>#identify best cp value to use\nbest <- tree$cptable[which. min<\/span> (tree$cptable[,\" xerror<\/span> \"]),\" CP<\/span> \"]\n\n#produce a pruned tree based on the best cp value\n<\/span>pruned_tree <- prune<\/span> (tree, cp=best)\n\n#plot the pruned tree\n<\/span>prp(pruned_tree)\n<\/span><\/span><\/span><\/strong><\/pre>\n
\"\"<\/p>\n
 prp<\/strong> () \ud568\uc218\uc758 faclen<\/strong> , extra<\/strong> , roundint<\/strong> \ubc0f digits<\/strong> \uc778\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\uc758 \ubaa8\uc591\uc744 \uc0ac\uc6a9\uc790 \uc815\uc758\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n
 #plot decision tree using custom arguments<\/span>\nprp(pruned_tree,\n    faclen= 0<\/span> , #use full names for factor labels<\/span>\n    extra= 1<\/span> , #display number of observations for each terminal node<\/span>\n    roundint= F<\/span> , #don't round to integers in output<\/span>\n    digits= 5<\/span> ) #display 5 decimal places in output<\/span><\/span><\/span><\/span><\/strong> <\/pre>\n
\"R\ub85c<\/p>\n
 \ud2b8\ub9ac\uc5d0 6\uac1c\uc758 \ud130\ubbf8\ub110 \ub178\ub4dc\uac00 \uc788\ub294 \uac83\uc744 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n
 \uac01 \ud130\ubbf8\ub110 \ub178\ub4dc\ub294 \ud574\ub2f9 \ub178\ub4dc\uc5d0 \uc788\ub294 \ud50c\ub808\uc774\uc5b4\uc758 \uc608\uc0c1 \uae09\uc5ec\uc640 \ud574\ub2f9 \ub4f1\uae09\uc5d0 \uc18d\ud558\ub294 \uc6d0\ub798 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \uad00\uce21\uce58 \uc218\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/span><\/p>\n
 \uc608\ub97c \ub4e4\uc5b4, \uc6d0\ubcf8 \ub370\uc774\ud130\uc138\ud2b8\uc5d0\ub294 \uacbd\ub825\uc774 4.5\ub144 \ubbf8\ub9cc\uc778 \uc120\uc218\uac00 90\uba85 \uc788\uace0 \ud3c9\uade0 \uc5f0\ubd09\uc774 $225.83K<\/strong> \uc784\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n
\"R\uc758<\/p>\n
 \ub610\ud55c \ud2b8\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uc120\uc218\uc758 \uacbd\ub825\uacfc \ud3c9\uade0 \ud648\ub7f0\uc744 \uae30\ubc18\uc73c\ub85c \uc120\uc218\uc758 \uc5f0\ubd09\uc744 \uc608\uce21\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n
 \uc608\ub97c \ub4e4\uc5b4, \uacbd\ub825 7\ub144, \ud3c9\uade0 4\ud648\ub7f0\uc744 \ubcf4\uc720\ud55c \uc120\uc218\uc758 \uc608\uc0c1 \uc5f0\ubd09\uc740 $502.81k<\/strong> \uc785\ub2c8\ub2e4.<\/span> <\/p>\n
\"R\uc758<\/p>\n
 \uc774\ub294 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac \uc0ac\uc6a9\uc758 \uc7a5\uc810 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uacb0\uacfc\ub97c \uc27d\uac8c \uc2dc\uac01\ud654\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n
 \ucd94\uac00 \ub9ac\uc18c\uc2a4<\/span><\/strong><\/span><\/h2>\n
 \ub2e4\uc74c \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\uc5d0 \ub300\ud55c \ucd94\uac00 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/span><\/p>\n
 \ubd84\ub958 \ubc0f \ud68c\uadc0 \ud2b8\ub9ac \uc18c\uac1c<\/a>
 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\uc640 \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8: \ucc28\uc774\uc810\uc740 \ubb34\uc5c7\uc778\uac00\uc694?<\/a>
 R\uc5d0 \ubd84\ub958 \ubc0f \ud68c\uadc0 \ud2b8\ub9ac\ub97c \ub9de\ucd94\ub294 \ubc29\ubc95<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\uae30\uacc4 \ud559\uc2b5 \uc5d0\uc11c \uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac\ub294 \uc77c\ub828\uc758 \uc608\uce21 \ubcc0\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc751\ub2f5 \ubcc0\uc218\uc758 \uac12\uc744 \uc608\uce21\ud558\ub294 \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\ub97c \uc0dd\uc131\ud558\ub294 \ubaa8\ub378 \uc720\ud615\uc785\ub2c8\ub2e4. R\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac\ub97c \uadf8\ub9ac\ub294 \uac00\uc7a5 \uc26c\uc6b4 \ubc29\ubc95\uc740 rpart.plot \ud328\ud0a4\uc9c0\uc758 prp() \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub2e4\uc74c \uc608\uc5d0\uc11c\ub294 \uc774 \uae30\ub2a5\uc744 \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc608: R\uc5d0\uc11c \uc758\uc0ac\uacb0\uc815 \ud2b8\ub9ac \uadf8\ub9ac\uae30 \uc774 \uc608\uc5d0\uc11c\ub294 263\uba85\uc758 \ud504\ub85c \uc57c\uad6c \uc120\uc218\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-3502","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"\nR\uc5d0\uc11c \uacb0\uc815 \ud2b8\ub9ac\ub97c \uadf8\ub9ac\ub294 \ubc29\ubc95(\uc608\uc81c \ud3ec\ud568) - 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