{"id":3061,"date":"2023-07-19T09:55:30","date_gmt":"2023-07-19T09:55:30","guid":{"rendered":"https:\/\/statorials.org\/my\/%e1%80%9e%e1%80%95%e1%80%ad%e1%80%90%e1%80%ba-r\/"},"modified":"2023-07-19T09:55:30","modified_gmt":"2023-07-19T09:55:30","slug":"%e1%80%9e%e1%80%95%e1%80%ad%e1%80%90%e1%80%ba-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/%e1%80%9e%e1%80%95%e1%80%ad%e1%80%90%e1%80%ba-r\/","title":{"rendered":"R \u1010\u103d\u1004\u103a \u1019\u1019\u103b\u103e\u1010\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1000\u103a smote \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038 (\u1025\u1015\u1019\u102c\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">machine learning <a href=\"https:\/\/statorials.org\/my\/\u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a-\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u102c\u1038\u1001\u103c\u1004\u103a\u1038\/\" target=\"_blank\" rel=\"noopener\">classification algorithms<\/a> \u1016\u103c\u1004\u1037\u103a \u1021\u101c\u102f\u1015\u103a\u101c\u102f\u1015\u103a\u101e\u1031\u102c\u1021\u1001\u102b\u104a dataset \u101b\u103e\u102d \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u101f\u1014\u103a\u1001\u103b\u1000\u103a\u1019\u100a\u102e\u1010\u1031\u102c\u1037\u1015\u102b\u104b<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u103a\u1037:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">NBA \u1010\u103d\u1004\u103a \u1000\u1031\u102c\u101c\u102d\u1015\u103a\u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u102c\u1038 \u101b\u1031\u1038\u1006\u103d\u1032\u1011\u102c\u1038\u1001\u103c\u1004\u103a\u1038 \u101b\u103e\u102d\u104a \u1019\u101b\u103e\u102d \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1021\u1005\u102f\u1036\u1010\u103d\u1004\u103a \u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u104f 98% \u1000\u102d\u102f \u1019\u1030\u1000\u103c\u1019\u103a\u1038\u1019\u1011\u102f\u1010\u103a\u101b\u101e\u1031\u1038\u1018\u1032 2% \u101b\u1031\u1038\u1006\u103d\u1032\u1014\u1031\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u101c\u1030\u1014\u102c\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1000\u1004\u103a\u1006\u102c\u101b\u103e\u102d\/\u1019\u101b\u103e\u102d\u1014\u103e\u1004\u1037\u103a\u1015\u1010\u103a\u101e\u1000\u103a\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1021\u1005\u102f\u1036\u1010\u103d\u1004\u103a \u1000\u1004\u103a\u1006\u102c\u1019\u101b\u103e\u102d\u101e\u1031\u102c\u101c\u1030\u1014\u102c\u1019\u103b\u102c\u1038\u104f 99% \u1014\u103e\u1004\u1037\u103a \u1000\u1004\u103a\u1006\u102c\u101b\u103e\u102d\u101e\u1030 1% \u101e\u102c \u1015\u102b\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1018\u100f\u103a\u101c\u102d\u1019\u103a\u101c\u100a\u103a\u1019\u103e\u102f\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a 96% \u1010\u101b\u102c\u1038\u101d\u1004\u103a\u1004\u103d\u1031\u101c\u103d\u103e\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101c\u102d\u1019\u103a\u101c\u100a\u103a\u1019\u103e\u102f 4% \u1015\u102b\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1024\u1019\u103b\u103e\u1019\u103b\u103e\u1010\u1010\u1019\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u101e\u1004\u103a\u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1019\u100a\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u101e\u100a\u103a \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1000\u1031\u102c\u1004\u103a\u1038\u1005\u103d\u102c\u1021\u101c\u102f\u1015\u103a\u1019\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1015\u102d\u102f\u1006\u102d\u102f\u1038\u1010\u102c\u1000 \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f \u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u101f\u102c \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1004\u103a\u1006\u102f\u1036\u1038 \u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038 \u1016\u103c\u1005\u103a\u1010\u101a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1019\u100a\u102e\u1019\u103b\u103e\u1019\u103e\u102f\u1015\u103c\u103f\u1014\u102c\u1000\u102d\u102f\u1016\u103c\u1031\u101b\u103e\u1004\u103a\u1038\u101b\u1014\u103a\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1019\u103e\u102c \u1019\u1000\u103c\u102c\u1001\u100f\u1021\u1010\u102d\u102f\u1000\u1031\u102c\u1000\u103a\u1021\u1010\u102d\u102f\u1000\u1031\u102c\u1000\u103a <strong>SMOTE<\/strong> \u101f\u102f\u1001\u1031\u102b\u103a\u101e\u1031\u102c <strong>\u1015\u1031\u102b\u1004\u103a\u1038\u1005\u1015\u103a\u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u101a\u1030\u1014\u100a\u103a\u1038\u1000\u102d\u102f<\/strong> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1014\u100a\u103a\u1038\u1015\u100a\u102c\u101e\u100a\u103a \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u1011\u1036\u1019\u103e \u1005\u1030\u1038\u1005\u1019\u103a\u1038\u101c\u1031\u1037\u101c\u102c\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1014\u1019\u1030\u1014\u102c\u101a\u1030\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u101e\u1005\u103a\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1001\u103c\u1004\u103a\u1038\u104a \u1015\u102d\u102f\u1019\u102d\u102f\u1019\u103b\u103e\u1010\u101e\u1031\u102c \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030 \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1015\u1031\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a SMOTE \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a \u1021\u101c\u103d\u101a\u103a\u1000\u1030\u1006\u102f\u1036\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103e\u102c <strong>DMwR<\/strong> \u1015\u1000\u103a\u1000\u1031\u1037\u1001\u103a\u103b\u1019\u103e <strong>SMOTE()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u1024\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1001\u103c\u1031\u1001\u1036 syntax \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a-<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>SMOTE(form, data, perc. <span style=\"color: #3366ff;\">over<\/span> = <span style=\"color: #008000;\">200<\/span> , perc. <span style=\"color: #3366ff;\">under<\/span> = <span style=\"color: #008000;\">200<\/span> , ...)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u103d\u103e\u1031-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u1015\u102f\u1036\u1005\u1036<\/strong> &#8211; \u101e\u1004\u103a\u101c\u102d\u102f\u1000\u103a\u101c\u103b\u1031\u102c\u100a\u102e\u1011\u103d\u1031\u1016\u103c\u1005\u103a\u1005\u1031\u101c\u102d\u102f\u101e\u1031\u102c \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f \u1016\u1031\u102c\u103a\u1015\u103c\u101e\u100a\u1037\u103a \u1016\u1031\u102c\u103a\u1019\u103c\u1030\u101c\u102c\u1010\u1005\u103a\u1001\u102f<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>data<\/strong> : \u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1021\u1019\u100a\u103a<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>perc.over<\/strong> : \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f \u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u104f \u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a \u1021\u1019\u103e\u102f\u1015\u1031\u102b\u1004\u103a\u1038 \u1019\u100a\u103a\u1019\u103b\u103e\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u1015\u1031\u1038\u101e\u100a\u103a\u1000\u102d\u102f \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101e\u100a\u1037\u103a \u1014\u1036\u1015\u102b\u1010\u103a<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>perc.under<\/strong> : \u101c\u1030\u1019\u103b\u102c\u1038\u1005\u102f \u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u104f \u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a \u1021\u1019\u103e\u102f\u1015\u1031\u102b\u1004\u103a\u1038 \u1019\u100a\u103a\u1019\u103b\u103e\u1000\u102d\u102f \u1011\u102f\u1010\u103a\u1015\u1031\u1038\u101e\u100a\u103a\u1000\u102d\u102f \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101e\u100a\u1037\u103a \u1014\u1036\u1015\u102b\u1010\u103a<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a \u1024\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u101c\u1000\u103a\u1010\u103d\u1031\u1037\u1021\u101e\u102f\u1036\u1038\u1001\u103b\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1025\u1015\u1019\u102c- SMOTE \u1000\u102d\u102f R \u1010\u103d\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">90 \u1010\u103d\u1004\u103a &#8220; Yes&#8221;  <a href=\"https:\/\/statorials.org\/my\/\u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a-\u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u101c\u1031\u1037\u101c\u102c\u1001\u103c\u1004\u103a\u1038\u104b\/\" target=\"_blank\" rel=\"noopener\">class<\/a> \u101b\u103e\u102d\u1015\u103c\u102e\u1038 10 \u1010\u103d\u1004\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f variable \u1021\u1010\u103d\u1000\u103a &#8220; No&#8221;  class \u101b\u103e\u102d\u101e\u100a\u103a \u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible\n<\/span>set. <span style=\"color: #3366ff;\">seed<\/span> ( <span style=\"color: #008000;\">0<\/span> )\n\n<span style=\"color: #008080;\">#create data frame with one response variable and two predictor variables\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (y=rep(as. <span style=\"color: #3366ff;\">factor<\/span> (c(' <span style=\"color: #ff0000;\">Yes<\/span> ', ' <span style=\"color: #ff0000;\">No<\/span> ')), times=c( <span style=\"color: #008000;\">90<\/span> , <span style=\"color: #008000;\">10<\/span> )),\n                 x1=rnorm( <span style=\"color: #008000;\">100<\/span> ),\n                 x2=rnorm( <span style=\"color: #008000;\">100<\/span> ))\n\n<span style=\"color: #008080;\">#view first six rows of data frame\n<\/span>head(df)\n\n    y x1 x2\n1 Yes 1.2629543 0.7818592\n2 Yes -0.3262334 -0.7767766\n3 Yes 1.3297993 -0.6159899\n4 Yes 1.2724293 0.0465803\n5 Yes 0.4146414 -1.1303858\n6 Yes -1.5399500 0.5767188\n \n<span style=\"color: #008080;\">#view distribution of response variable\n<\/span>table(df$y)\n\n Drowned \n 10 90<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u101f\u1031\u102c\u1000\u102d\u1014\u103a\u1038\u1011\u102f\u1010\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u103d\u1004\u103a &#8220; Yes&#8221;  \u1021\u1010\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f 90 \u101b\u103e\u102d\u1015\u103c\u102e\u1038 &#8220; No&#8221;  \u1021\u1010\u1014\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1019\u103e\u1010\u103a\u101e\u102c\u1038\u1001\u103b\u1000\u103a 10 \u1001\u102f\u101e\u102c \u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1024\u101e\u100a\u103a\u1019\u103e\u102c \u101f\u1014\u103a\u1001\u103b\u1000\u103a\u1019\u100a\u102e\u101e\u1031\u102c \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u104f \u1019\u1030\u101b\u1004\u103a\u1038\u1025\u1015\u1019\u102c\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1015\u102d\u102f\u1019\u102d\u102f\u1019\u103b\u103e\u1010\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a <strong>DMwR<\/strong> \u1015\u1000\u103a\u1000\u1031\u1037\u1001\u103a\u103b\u1019\u103e <strong>SMOTE()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> ( <span style=\"color: #000000;\">DMwR)\n\n<\/span><span style=\"color: #008080;\">#use SMOTE to create new dataset that is more balanced\n<\/span>new_df &lt;- SMOTE(y ~ ., df, perc. <span style=\"color: #3366ff;\">over<\/span> = <span style=\"color: #008000;\">2000<\/span> , perc. <span style=\"color: #3366ff;\">under<\/span> = <span style=\"color: #008000;\">400<\/span> )\n\n<span style=\"color: #008080;\">#view distribution of response variable in new dataset\n<\/span>table(new_df$y)\n\n Drowned \n210,800\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a \u1021\u1010\u1014\u103a\u1038\u1021\u1016\u103c\u1005\u103a &#8220; No&#8221;  \u1016\u103c\u1004\u1037\u103a \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f 210 \u1001\u102f\u1014\u103e\u1004\u1037\u103a \u1021\u1010\u1014\u103a\u1038\u1021\u1016\u103c\u1005\u103a &#8220; Yes&#8221;  \u1016\u103c\u1004\u1037\u103a \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f 800 \u1015\u102b\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1010\u103d\u1004\u103a SMOTE \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101e\u100a\u103a \u1024\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u101e\u1005\u103a\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1011\u102f\u1010\u103a\u101c\u102f\u1015\u103a\u1001\u1032\u1037\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>perc.over<\/strong> \u1021\u1004\u103c\u1004\u103a\u1038\u1021\u1001\u102f\u1036\u1010\u103d\u1004\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a \u101b\u103e\u102d\u101b\u1004\u103a\u1038\u1005\u103d\u1032\u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a 2000\/100 (\u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a 20) \u1006 \u1015\u1031\u102b\u1004\u103a\u1038\u1011\u100a\u1037\u103a\u101c\u102d\u102f\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1016\u1031\u102c\u103a\u1015\u103c\u1011\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1019\u1030\u101c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a 10 \u1001\u102f\u101b\u103e\u102d\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a 20*10 = <strong>200 \u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a\u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f<\/strong> \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1001\u1032\u1037\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>perc.under<\/strong> \u1021\u1004\u103c\u1004\u103a\u1038\u1021\u1001\u102f\u1036\u1000 \u101c\u1030\u1019\u103b\u102c\u1038\u1005\u102f\u101c\u1031\u1037\u101c\u102c\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1001\u103b\u1000\u103a\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f 400\/100 (\u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a) \u101c\u1000\u103a\u101b\u103e\u102d\u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1011\u100a\u1037\u103a\u101e\u103d\u1004\u103a\u1038\u1011\u102c\u1038\u101e\u100a\u1037\u103a \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1011\u1000\u103a 4 \u1006 \u1014\u103e\u1004\u1037\u103a \u100a\u102e\u1019\u103b\u103e\u1005\u1031\u101b\u1014\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1000 \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1014\u1031\u102c\u1000\u103a\u1011\u1015\u103a \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a 200 \u1000\u102d\u102f \u1015\u1031\u102b\u1004\u103a\u1038\u1011\u100a\u1037\u103a\u101c\u102d\u102f\u1000\u103a\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u101c\u1030\u1019\u103b\u102c\u1038\u1005\u102f \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f 200 * 4 = <strong>800 \u1021\u1019\u103b\u102c\u1038\u1005\u102f \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038<\/strong> \u1014\u103e\u1004\u1037\u103a \u100a\u102e\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u101b\u101c\u1012\u103a\u101e\u100a\u103a \u1021\u1010\u1014\u103a\u1038\u1021\u1005\u102c\u1038\u1021\u1019\u103b\u102c\u1038\u1005\u102f\u1015\u102b\u101d\u1004\u103a\u1014\u1031\u101e\u1031\u1038\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038 \u1019\u1030\u101b\u1004\u103a\u1038\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1011\u1000\u103a \u1015\u102d\u102f\u1019\u102d\u102f\u1019\u103b\u103e\u1010\u1014\u1031\u101e\u1031\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101a\u1001\u102f \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u101e\u1005\u103a\u1010\u103d\u1004\u103a \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u1011\u1036\u1019\u103e \u101e\u1010\u102d\u1015\u103c\u102f\u1005\u101b\u102c\u1019\u103b\u102c\u1038 \u1015\u102d\u102f\u1019\u102d\u102f\u1019\u103b\u102c\u1038\u1015\u103c\u102c\u1038\u101c\u102c\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u101a\u1001\u102f\u101e\u1004\u103a\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u101e\u1031\u102c \u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1001\u103d\u1032\u1001\u103c\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u101a\u103a\u101c\u1002\u102d\u102f\u101b\u102e\u101e\u1019\u103a\u1000\u102d\u102f \u1024\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u101e\u1005\u103a\u101e\u102d\u102f\u1037 \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a<\/strong> &#8211; \u101e\u1004\u103a\u104f\u101c\u102d\u102f\u1021\u1015\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1000\u102d\u102f\u101b\u101b\u103e\u102d\u101b\u1014\u103a SMOTE \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101b\u103e\u102d <strong>perc.over<\/strong> \u1014\u103e\u1004\u1037\u103a <strong>perc.under<\/strong> \u1004\u103c\u1004\u103a\u1038\u1001\u102f\u1036\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1000\u1005\u102c\u1038\u1015\u102b\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1011\u1015\u103a\u101c\u1031\u102c\u1004\u103a\u1038\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a R \u1010\u103d\u1004\u103a \u1021\u1001\u103c\u102c\u1038\u1018\u102f\u1036\u1021\u101c\u102f\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a-\u1021\u1000\u103b\u1009\u103a\u1038\u1001\u103b\u102f\u1015\u103a\u1007\u101a\u102c\u1038\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a \u1021\u1014\u103e\u1005\u103a\u1001\u103b\u102f\u1015\u103a\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038 \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u1018\u101a\u103a\u101c\u102d\u102f\u101c\u102f\u1015\u103a\u1019\u101c\u1032\u104b\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a\u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/outliers-r-\u1000\u102d\u102f\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u104b\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a outliers \u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>machine learning classification algorithms \u1016\u103c\u1004\u1037\u103a \u1021\u101c\u102f\u1015\u103a\u101c\u102f\u1015\u103a\u101e\u1031\u102c\u1021\u1001\u102b\u104a dataset \u101b\u103e\u102d \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u101f\u1014\u103a\u1001\u103b\u1000\u103a\u1019\u100a\u102e\u1010\u1031\u102c\u1037\u1015\u102b\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u103a\u1037: NBA \u1010\u103d\u1004\u103a \u1000\u1031\u102c\u101c\u102d\u1015\u103a\u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1021\u102c\u1038 \u101b\u1031\u1038\u1006\u103d\u1032\u1011\u102c\u1038\u1001\u103c\u1004\u103a\u1038 \u101b\u103e\u102d\u104a \u1019\u101b\u103e\u102d \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1021\u1005\u102f\u1036\u1010\u103d\u1004\u103a \u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u104f 98% \u1000\u102d\u102f \u1019\u1030\u1000\u103c\u1019\u103a\u1038\u1019\u1011\u102f\u1010\u103a\u101b\u101e\u1031\u1038\u1018\u1032 2% \u101b\u1031\u1038\u1006\u103d\u1032\u1014\u1031\u1015\u102b\u101e\u100a\u103a\u104b \u101c\u1030\u1014\u102c\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1000\u1004\u103a\u1006\u102c\u101b\u103e\u102d\/\u1019\u101b\u103e\u102d\u1014\u103e\u1004\u1037\u103a\u1015\u1010\u103a\u101e\u1000\u103a\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1021\u1005\u102f\u1036\u1010\u103d\u1004\u103a \u1000\u1004\u103a\u1006\u102c\u1019\u101b\u103e\u102d\u101e\u1031\u102c\u101c\u1030\u1014\u102c\u1019\u103b\u102c\u1038\u104f 99% \u1014\u103e\u1004\u1037\u103a \u1000\u1004\u103a\u1006\u102c\u101b\u103e\u102d\u101e\u1030 1% \u101e\u102c \u1015\u102b\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1018\u100f\u103a\u101c\u102d\u1019\u103a\u101c\u100a\u103a\u1019\u103e\u102f\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u103d\u1004\u103a 96% \u1010\u101b\u102c\u1038\u101d\u1004\u103a\u1004\u103d\u1031\u101c\u103d\u103e\u1032\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u101c\u102d\u1019\u103a\u101c\u100a\u103a\u1019\u103e\u102f 4% \u1015\u102b\u101d\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1024\u1019\u103b\u103e\u1019\u103b\u103e\u1010\u1010\u1019\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u101e\u1004\u103a\u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1019\u100a\u1037\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u101e\u100a\u103a \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f\u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1000\u1031\u102c\u1004\u103a\u1038\u1005\u103d\u102c\u1021\u101c\u102f\u1015\u103a\u1019\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u104b \u1015\u102d\u102f\u1006\u102d\u102f\u1038\u1010\u102c\u1000 \u101c\u1030\u1014\u100a\u103a\u1038\u1005\u102f \u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038\u101f\u102c \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1004\u103a\u1006\u102f\u1036\u1038 \u101c\u1030\u1010\u1014\u103a\u1038\u1005\u102c\u1038 \u1016\u103c\u1005\u103a\u1010\u101a\u103a\u104b [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R \u1010\u103d\u1004\u103a \u1019\u1019\u103b\u103e\u1010\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1000\u103a SMOTE \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038 (\u1025\u1015\u1019\u102c\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030) - Statorials<\/title>\n<meta name=\"description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a R \u1010\u103d\u1004\u103a 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