{"id":505,"date":"2023-07-29T16:34:41","date_gmt":"2023-07-29T16:34:41","guid":{"rendered":"https:\/\/statorials.org\/my\/multiple-linear-regression-r\/"},"modified":"2023-07-29T16:34:41","modified_gmt":"2023-07-29T16:34:41","slug":"multiple-linear-regression-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/multiple-linear-regression-r\/","title":{"rendered":"R \u1010\u103d\u1004\u103a linear regression \u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u100a\u103a\u1038"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u1010\u103d\u1004\u103a R \u1010\u103d\u1004\u103a <a href=\"https:\/\/statorials.org\/my\/multiple-linear-regression\/\" target=\"_blank\" rel=\"noopener\">\u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1014\u103a\u1006\u102f\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f<\/a> \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1010\u1005\u103a\u1001\u102f\u1015\u103c\u101e\u100a\u103a\u104a\u104a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1014\u103e\u1004\u1037\u103a\u1019\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1019\u102e \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1010\u103d\u1031\u1019\u103b\u102c\u1038\u1010\u1031\u102c\u1037<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1011\u103d\u1000\u103a\u1000\u102d\u102f \u1005\u1000\u102c\u1038\u1015\u103c\u1014\u103a<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104f \u1000\u103c\u1036\u1037\u1001\u102d\u102f\u1004\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101b\u1014\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u101e\u103d\u102c\u1038\u1000\u103c\u101b\u1021\u1031\u102c\u1004\u103a!<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1002\u1031\u101f\u102c<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1024\u1025\u1015\u1019\u102c\u1021\u1010\u103d\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1000\u102c\u1038 \u1043\u1042 \u1005\u102e\u1038\u104f \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u101e\u1031\u102c attribute \u1019\u103b\u102c\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c built-in R dataset <a href=\"https:\/\/statorials.org\/my\/mtcars-r-\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\/\" target=\"_blank\" rel=\"noopener\"><em>mtcars \u1000\u102d\u102f<\/em><\/a> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u1019\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six lines of <em>mtcars<\/em><\/span>\nhead(mtcars)\n\n# mpg cyl disp hp drat wt qsec vs am gear carb\n#Mazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\n#Mazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\n#Datsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\n#Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\n#Hornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\n#Valiant 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1024\u1025\u1015\u1019\u102c\u1010\u103d\u1004\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1021\u1016\u103c\u1005\u103a <em>mpg<\/em> \u1014\u103e\u1004\u1037\u103a <em>disp<\/em> \u104a <em>hp<\/em> \u1014\u103e\u1004\u1037\u103a <em>drat \u1000\u102d\u102f<\/em> \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1021\u1016\u103c\u1005\u103a \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1014\u103a\u1006\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1000\u102d\u102f \u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create new data frame that contains only the variables we would like to use to\n<\/span>data &lt;- mtcars[, c(\"mpg\", \"disp\", \"hp\", \"drat\")]\n\n<span style=\"color: #008080;\">#view first six rows of new data frame\n<span style=\"color: #000000;\">head(data)\n\n# mpg disp hp drat\n#Mazda RX4 21.0 160 110 3.90\n#Mazda RX4 Wag 21.0 160 110 3.90\n#Datsun 710 22.8 108 93 3.85\n#Hornet 4 Drive 21.4 258 110 3.08\n#Hornet Sportabout 18.7 360 175 3.15\n#Valiant 18.1 225 105 2.76<\/span><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1012\u1031\u1010\u102c\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1001\u103b\u1000\u103a<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f \u1021\u1036\u101d\u1004\u103a\u1001\u103d\u1004\u103a\u1000\u103b\u1019\u1016\u103c\u1005\u103a\u1019\u102e\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u104e\u1004\u103a\u1038\u1000\u102d\u102f \u1015\u102d\u102f\u1019\u102d\u102f\u1000\u1031\u102c\u1004\u103a\u1038\u1019\u103d\u1014\u103a\u1005\u103d\u102c \u1014\u102c\u1038\u101c\u100a\u103a\u1014\u102d\u102f\u1004\u103a\u101b\u1014\u103a \u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f \u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u101e\u100a\u103a \u1024\u1012\u1031\u1010\u102c\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u101b\u1014\u103a \u1000\u1031\u102c\u1004\u103a\u1038\u101e\u1031\u102c \u1005\u1036\u1014\u1019\u1030\u1014\u102c\u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a \u101b\u103e\u102d\u1019\u101b\u103e\u102d\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u1021\u1019\u103c\u1004\u103a\u1021\u102c\u101b\u102f\u1036\u1016\u103c\u1004\u1037\u103a \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1011\u1030\u1038\u101e\u1016\u103c\u1004\u1037\u103a\u104a \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1010\u103d\u1004\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1014\u103e\u1004\u1037\u103a <em>\u1019\u103b\u1009\u103a\u1038\u1016\u103c\u1031\u102c\u1004\u1037\u103a<\/em> \u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u1005\u1005\u103a\u1006\u1031\u1038\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u1015\u103c\u102e\u1038\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1019\u103b\u102c\u1038\u1005\u103d\u102c\u101e\u1031\u102c\u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u101e\u100a\u103a \u101e\u1004\u1037\u103a\u101c\u103b\u1031\u102c\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1015\u103c\u1019\u100a\u1037\u103a\u1021\u101b\u102c\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1012\u102b\u1000\u102d\u102f\u101c\u102f\u1015\u103a\u1016\u102d\u102f\u1037\u104a \u1016\u103c\u1005\u103a\u1014\u102d\u102f\u1004\u103a\u1010\u1032\u1037 \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u1032\u1037 \u1000\u103d\u1032\u101c\u103d\u1032\u1001\u103b\u1000\u103a\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1016\u102d\u102f\u1037\u1021\u1010\u103d\u1000\u103a <strong>pairs()<\/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\u1010\u101a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>pairs(data, pch = 18, col = \"steelblue\")<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1024\u1021\u1010\u103d\u1032\u1002\u101b\u1015\u103a\u1019\u103e \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1010\u103d\u1031\u1037\u1019\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><em>\u1005\u102d\u102f\u1004\u103a\u1038\u1005\u102d\u102f\u1004\u103a\u1038\u1001\u1019\u103a\u1038\u101c\u103e\u102d\u102f\u1004\u103a<\/em> \u1014\u103e\u1004\u1037\u103a <em>\u101b\u101b\u103e\u102d\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f\u1010\u102d\u102f\u1037\u101e\u100a\u103a<\/em> \u1015\u103c\u1004\u103a\u1038\u1011\u1014\u103a\u101e\u1031\u102c \u1021\u1014\u102f\u1010\u103a\u101c\u1000\u1039\u1001\u100f\u102c \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u1015\u102f\u1036\u1015\u1031\u102b\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>mpg<\/em> \u1014\u103e\u1004\u1037\u103a <em>hp \u1010\u102d\u102f\u1037\u101e\u100a\u103a<\/em> \u1001\u102d\u102f\u1004\u103a\u1019\u102c\u101e\u1031\u102c \u1021\u1015\u103c\u102f\u101e\u1018\u1031\u102c\u1006\u1031\u102c\u1004\u103a\u101e\u1031\u102c \u101c\u102d\u102f\u1004\u103a\u1038\u1014\u102c\u1038\u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f \u101b\u103e\u102d\u1014\u1031\u1015\u102f\u1036\u1015\u1031\u102b\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>mpg<\/em> \u1014\u103e\u1004\u1037\u103a <em>drat \u1010\u102d\u102f\u1037\u101e\u100a\u103a<\/em> \u1021\u1014\u100a\u103a\u1038\u1004\u101a\u103a\u1019\u103b\u103e\u101e\u1031\u102c \u1021\u1014\u102f\u1010\u103a\u101c\u1000\u1039\u1001\u100f\u102c \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u1015\u102f\u1036\u1015\u1031\u102b\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a \u1021\u1019\u103e\u1014\u103a\u1010\u1000\u101a\u103a <a href=\"https:\/\/statorials.org\/my\/pearson-\u1006\u1000\u103a\u1005\u1015\u103a\u1000\u102d\u1014\u103a\u1038-\u1041\/\" target=\"_blank\" rel=\"noopener noreferrer\">linear \u1006\u1000\u103a\u1005\u1015\u103a\u1000\u102d\u1014\u103a\u1038\u1019\u103b\u102c\u1038<\/a> \u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1021\u101c\u102c\u1038\u1010\u1030\u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1000\u102d\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a <strong>GGally<\/strong> \u1005\u102c\u1000\u103c\u100a\u1037\u103a\u1010\u102d\u102f\u1000\u103a\u1019\u103e <strong>ggpair()<\/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\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u101e\u1010\u102d\u1015\u103c\u102f\u1015\u102b\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#install and load the <em>GGally<\/em> library<\/span>\ninstall.packages(\"GGally\")\nlibrary(GGally)\n\n<span style=\"color: #008080;\">#generate the pairs plot\n<\/span>ggpairs(data)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u100a\u1037\u103a\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1010\u103d\u1004\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1019\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c <em>mpg<\/em> \u1014\u103e\u1004\u1037\u103a \u1011\u1004\u103a\u101b\u103e\u102c\u1038\u101e\u1031\u102c linear \u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f\u101b\u103e\u102d\u1015\u102f\u1036\u1015\u1031\u102b\u103a\u101e\u100a\u103a\u104a \u1011\u102d\u102f\u1037\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a linear regression model \u1000\u102d\u102f data \u1014\u103e\u1004\u1037\u103a \u1021\u1036\u101d\u1004\u103a\u1001\u103d\u1004\u103a\u1000\u103b\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a \u1006\u1000\u103a\u101c\u1000\u103a\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1010\u103d\u1031\u1019\u103b\u102c\u1038\u1010\u1031\u102c\u1037<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a multiple linear regression model \u1000\u102d\u102f \u101c\u102d\u102f\u1000\u103a\u101c\u103b\u1031\u102c\u100a\u102e\u1011\u103d\u1031\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1021\u1001\u103c\u1031\u1001\u1036 syntax \u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>lm(response_variable ~ predictor_variable1 + predictor_variable2 + ..., data = data)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u104f\u1012\u1031\u1010\u102c\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f \u1021\u1036\u1000\u102d\u102f\u1000\u103a\u101c\u102f\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>model &lt;- lm(mpg ~ disp + hp + drat, data = data)<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1021\u1010\u100a\u103a\u1015\u103c\u102f\u1001\u103c\u1004\u103a\u1038\u1019\u1015\u103c\u102f\u1019\u102e\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1026\u1038\u1005\u103d\u102c\u1005\u1005\u103a\u1006\u1031\u1038\u101b\u1015\u102b\u1019\u100a\u103a\u104b \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">1. \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1000\u103c\u103d\u1004\u103a\u1038\u1021\u1000\u103b\u1014\u103a\u1019\u103b\u102c\u1038 \u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\u101e\u100a\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103c\u1031\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u1004\u1037\u103a\u101e\u100a\u103a\u104b<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1000\u103c\u103d\u1004\u103a\u1038\u1021\u1000\u103b\u1014\u103a\u1019\u103b\u102c\u1038\u104f \u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101e\u1031\u102c \u101f\u1005\u103a\u1005\u1010\u102d\u102f\u1002\u101b\u1019\u103a\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1024\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1019\u103e\u102f\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u1005\u1005\u103a\u1006\u1031\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>hist(residuals(model), col = \"steelblue\")\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1016\u103c\u1014\u1037\u103a\u101d\u1031\u1019\u103e\u102f\u1019\u103e\u102c \u1021\u1014\u100a\u103a\u1038\u1004\u101a\u103a <a href=\"https:\/\/statorials.org\/my\/\u1018\u101a\u103a\u1018\u1000\u103a\u1007\u1031\u102c\u1014\u1032\u1037-\u100a\u102c\u1018\u1000\u103a\u1007\u1031\u102c\u1004\u103a\u1038\/\" target=\"_blank\" rel=\"noopener\">\u100a\u102c\u1018\u1000\u103a\u1005\u1031\u102c\u1004\u103a\u1038<\/a> \u1014\u1031\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038 \u1000\u103c\u102e\u1038\u1000\u103c\u102e\u1038\u1019\u102c\u1038\u1019\u102c\u1038 \u1005\u102d\u102f\u1038\u101b\u102d\u1019\u103a\u1005\u101b\u102c \u1016\u103c\u1005\u103a\u1005\u1031\u101c\u1031\u102c\u1000\u103a\u1021\u1031\u102c\u1004\u103a \u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1019\u101f\u102f\u1010\u103a\u1015\u1031\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u1021\u1000\u103c\u103d\u1004\u103a\u1038\u1021\u1000\u103b\u1014\u103a\u1019\u103b\u102c\u1038\u104f\u1000\u103d\u1032\u101c\u103d\u1032\u1019\u103e\u102f\u101e\u100a\u103a \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1021\u1010\u103d\u1000\u103a \u1010\u101e\u1019\u1010\u103a\u1010\u100a\u103a\u1038\u1016\u103c\u1005\u103a\u101b\u1019\u100a\u103a\u104b<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1014\u103e\u1005\u103a\u1001\u103c\u102d\u102f\u1000\u103a\u101e\u1031\u102c\u1021\u1001\u103c\u1031\u1021\u1014\u1031\u1021\u102c\u1038 homoscedasticity \u101f\u102f\u1001\u1031\u102b\u103a\u101e\u100a\u103a\u104b \u1024\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1016\u1031\u102c\u1000\u103a\u1016\u103b\u1000\u103a\u1001\u103c\u1004\u103a\u1038\u1000\u102d\u102f <a href=\"https:\/\/statorials.org\" target=\"_blank\" rel=\"noopener noreferrer\">heteroscedasticity<\/a> \u101f\u102f\u1001\u1031\u102b\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1019\u103e\u102f\u101b\u103e\u102d\u1019\u101b\u103e\u102d \u1005\u1005\u103a\u1006\u1031\u1038\u101b\u1014\u103a\u104a <em>\u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u1011\u102c\u1038\u101e\u1031\u102c\/\u1000\u103b\u1014\u103a\u101b\u103e\u102d\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1002\u101b\u1015\u103a\u1016\u1005\u103a\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/em><\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create fitted value vs residual plot<\/span>\nplot(fitted(model), residuals(model))\n\n<span style=\"color: #008080;\">#add horizontal line at 0\n<\/span>abline(h = 0, lty = 2)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1000\u1010\u1031\u102c\u1037\u104a \u1021\u1000\u103c\u103d\u1004\u103a\u1038\u1021\u1000\u103b\u1014\u103a\u1010\u103d\u1031\u1000\u102d\u102f \u1010\u1015\u103a\u1006\u1004\u103a\u1011\u102c\u1038\u1010\u1032\u1037 \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1001\u103b\u1004\u103a\u1038\u1005\u102e\u1019\u103e\u102c \u1021\u100a\u102e\u1021\u1019\u103b\u103e \u1001\u103d\u1032\u1011\u102f\u1010\u103a\u1001\u103b\u1004\u103a\u1015\u102b\u1010\u101a\u103a\u104b \u1015\u102d\u102f\u1000\u103c\u102e\u1038\u101e\u1031\u102c \u1010\u1015\u103a\u1006\u1004\u103a\u1011\u102c\u1038\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1015\u103c\u1014\u1037\u103a\u1000\u103b\u1032\u1019\u103e\u102f \u1021\u1014\u100a\u103a\u1038\u1004\u101a\u103a \u1015\u102d\u102f\u1000\u103c\u102e\u1038\u101c\u102c\u1010\u1010\u103a\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1002\u101b\u1015\u103a\u1019\u103e \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1019\u103c\u1004\u103a\u1010\u103d\u1031\u1037\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038 \u1024\u101c\u1019\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u101e\u100a\u103a \u1021\u101c\u103d\u1014\u103a\u1021\u1000\u103b\u103d\u1036 \u1005\u102d\u102f\u1038\u101b\u102d\u1019\u103a\u1015\u1030\u1015\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1016\u103c\u1005\u103a\u1005\u1031\u1014\u102d\u102f\u1004\u103a\u101c\u1031\u102c\u1000\u103a\u1021\u1031\u102c\u1004\u103a \u1019\u1015\u103c\u1004\u103a\u1038\u1011\u1014\u103a\u1015\u102b\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1011\u103d\u1000\u103a\u1000\u102d\u102f \u1005\u1000\u102c\u1038\u1015\u103c\u1014\u103a<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101a\u1030\u1006\u1001\u103b\u1000\u103a \u101c\u102f\u1036\u101c\u1031\u102c\u1000\u103a\u1005\u103d\u102c \u1015\u103c\u100a\u1037\u103a\u1019\u102e\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1005\u1005\u103a\u1006\u1031\u1038\u1021\u1010\u100a\u103a\u1015\u103c\u102f\u1015\u103c\u102e\u1038\u101e\u100a\u103a\u1014\u103e\u1004\u1037\u103a\u104a <strong>summary()<\/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\u104d \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1011\u103d\u1000\u103a\u1021\u102c\u1038 \u1005\u1005\u103a\u1006\u1031\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong>summary(model)\n\n#Call:\n#lm(formula = mpg ~ disp + hp + drat, data = data)\n#\n#Residuals:\n# Min 1Q Median 3Q Max \n#-5.1225 -1.8454 -0.4456 1.1342 6.4958 \n#\n#Coefficients:\n#Estimate Std. Error t value Pr(&gt;|t|)   \n#(Intercept) 19.344293 6.370882 3.036 0.00513 **\n#disp -0.019232 0.009371 -2.052 0.04960 * \n#hp -0.031229 0.013345 -2.340 0.02663 * \n#drat 2.714975 1.487366 1.825 0.07863 . \n#---\n#Significant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n#\n#Residual standard error: 3.008 on 28 degrees of freedom\n#Multiple R-squared: 0.775, Adjusted R-squared: 0.7509 \n#F-statistic: 32.15 on 3 and 28 DF, p-value: 3.28e-09\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u1019\u103e \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1010\u102d\u102f\u1037\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1019\u103c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104f \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038 F-statistic \u101e\u100a\u103a <strong>32.15<\/strong> \u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c p-value \u1019\u103e\u102c <strong>3.28e-09<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1021\u101c\u102f\u1036\u1038\u1005\u102f\u1036 \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101e\u100a\u103a \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1021\u101b \u101e\u102d\u101e\u102c\u1011\u1004\u103a\u101b\u103e\u102c\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1016\u1031\u102c\u103a\u1015\u103c\u101e\u100a\u103a\u104b \u1010\u1005\u103a\u1014\u100a\u103a\u1038\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1010\u1005\u103a\u1001\u102f\u101c\u102f\u1036\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u101e\u102f\u1036\u1038\u101d\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>disp<\/em> \u101e\u100a\u103a 0.10 \u1021\u101b\u1031\u1038\u1015\u102b\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1010\u103d\u1004\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1021\u101b \u101e\u102d\u101e\u102c\u1011\u1004\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u1011\u1030\u1038\u101e\u1016\u103c\u1004\u1037\u103a\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1019\u103e \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u101a\u1030\u1014\u1005\u103a <em>\u101b\u101b\u103e\u102d\u1014\u102d\u102f\u1004\u103a\u1019\u103e\u102f<\/em> \u1010\u102d\u102f\u1038\u101c\u102c\u1019\u103e\u102f\u101e\u100a\u103a <em>\u1019\u103c\u1004\u103a\u1038\u1000\u1031\u102c\u1004\u103a\u101b\u1031<\/em> \u1014\u103e\u1004\u1037\u103a <em>\u101c\u1031\u102c\u1004\u103a\u1005\u102c\u1006\u102e\u101e\u102f\u1036\u1038\u1005\u103d\u1032\u1019\u103e\u102f \u1000\u102d\u1014\u103a\u1038<\/em> \u101e\u1031\u101b\u103e\u102d\u1014\u1031\u101e\u100a\u103a\u101f\u102f \u101a\u1030\u1006\u1000\u102c \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1021\u102c\u1038<\/em> \u1016\u103c\u1004\u1037\u103a -0.019 \u101a\u1030\u1014\u1005\u103a \u1000\u103b\u1006\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u1014\u1031\u101e\u100a\u103a\u104b .<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>hp<\/em> \u101e\u100a\u103a 0.10 \u1021\u101b\u1031\u1038\u1015\u102b\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1010\u103d\u1004\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1021\u101b \u101e\u102d\u101e\u102c\u1011\u1004\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u1011\u1030\u1038\u101e\u1016\u103c\u1004\u1037\u103a\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1019\u103e \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u101e\u100a\u103a <i>\u1019\u103c\u1004\u103a\u1038\u1000\u1031\u102c\u1004\u103a\u101b\u1031\u1021\u102c\u1038<\/i> \u1010\u1005\u103a\u101a\u1030\u1014\u1005\u103a\u1010\u102d\u102f\u1038\u101c\u102c\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a <em>mpg<\/em> \u1010\u103d\u1004\u103a -0.031 \u101a\u1030\u1014\u1005\u103a \u1000\u103b\u1006\u1004\u103a\u1038\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u104a <i>disp<\/i> \u1014\u103e\u1004\u1037\u103a <em>drat<\/em> \u101e\u100a\u103a \u1021\u1019\u103c\u1032\u1019\u1015\u103c\u1010\u103a\u101b\u103e\u102d\u1014\u1031\u101e\u100a\u103a\u101f\u102f \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u1014\u1031\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>drat<\/em> \u101e\u100a\u103a 0.10 \u1021\u101b\u1031\u1038\u1015\u102b\u1019\u103e\u102f\u1021\u1006\u1004\u1037\u103a\u1010\u103d\u1004\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1021\u101b \u101e\u102d\u101e\u102c\u1011\u1004\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u1011\u1030\u1038\u101e\u1016\u103c\u1004\u1037\u103a\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1019\u103e \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a <i>\u1013\u102c\u1010\u103a\u1006\u102e\u101e\u102f\u1036\u1038\u1005\u103d\u1032\u1019\u103e\u102f<\/i> \u1010\u1005\u103a\u101a\u1030\u1014\u1005\u103a \u1010\u102d\u102f\u1038\u101c\u102c\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <em>\u1005\u102d\u102f\u1004\u103a\u1038\u1005\u102d\u102f\u1004\u103a\u1038\u1001\u1019\u103a\u1038\u101c\u103e\u102d\u102f\u1004\u103a<\/em> \u101a\u1030\u1014\u1005\u103a \u1042\u1047\u1041\u1045 \u101a\u1030\u1014\u1005\u103a \u1010\u102d\u102f\u1038\u101c\u102c\u1001\u103c\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u1014\u1031\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u104a <i>\u1005\u102e\u1038\u1006\u1004\u103a\u1038\u1014\u103e\u102f\u1014\u103a\u1038<\/i> \u1014\u103e\u1004\u1037\u103a <i>\u1019\u103c\u1004\u103a\u1038\u1000\u1031\u102c\u1004\u103a\u101b\u1031\u1021\u102c\u1038<\/i> \u1019\u1015\u103c\u1010\u103a\u1019\u101e\u102c\u1038 \u101b\u103e\u102d\u1014\u1031\u101e\u100a\u103a\u101f\u102f \u101a\u1030\u1006\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104f \u1000\u103c\u1036\u1037\u1001\u102d\u102f\u1004\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1014\u103e\u1004\u1037\u103a \u1019\u100a\u103a\u1019\u103b\u103e\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u101b\u1014\u103a\u104a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u1019\u103e\u102f\u1021\u1001\u103b\u102d\u102f\u1037\u1000\u102d\u102f \u1000\u103c\u100a\u1037\u103a\u101b\u103e\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">1. R-\u1005\u1010\u102f\u101b\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1000\u103c\u102c\u1038 \u1019\u103b\u1009\u103a\u1038\u1016\u103c\u1031\u102c\u1004\u1037\u103a\u1006\u1000\u103a\u1014\u103d\u101a\u103a\u1019\u103e\u102f\u104f \u1001\u103d\u1014\u103a\u1021\u102c\u1038\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u100a\u103a\u104b R-squared multiple 1 \u104f R-squared multiple \u101e\u100a\u103a \u1015\u103c\u102e\u1038\u1015\u103c\u100a\u1037\u103a\u1005\u102f\u1036\u101e\u1031\u102c linear \u1006\u1000\u103a\u1006\u1036\u101b\u1031\u1038\u1000\u102d\u102f \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u1014\u1031\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038 0 \u104f R-squared multiple \u101e\u100a\u103a linear \u1006\u1000\u103a\u1014\u103d\u101a\u103a\u1019\u103e\u102f\u1019\u101b\u103e\u102d\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">Multiple R \u101e\u100a\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u104f \u1000\u103d\u1032\u101c\u103d\u1032\u1019\u103e\u102f\u1021\u1001\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u1037\u103a R \u1014\u103e\u1005\u103a\u1011\u1015\u103a\u1000\u102d\u1014\u103a\u1038\u104f \u1014\u103e\u1005\u103a\u1011\u1015\u103a\u1000\u102d\u1014\u103a\u1038\u104f \u1014\u103e\u1005\u103a\u1011\u1015\u103a\u1000\u102d\u1014\u103a\u1038\u101c\u100a\u103a\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u1025\u1015\u1019\u102c\u1010\u103d\u1004\u103a\u104a R-squared multiple \u101e\u100a\u103a <strong>0.775<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1011\u102d\u102f\u1037\u1000\u103c\u1031\u102c\u1004\u1037\u103a R \u1014\u103e\u1005\u103a\u1011\u1015\u103a\u1000\u102d\u1014\u103a\u1038\u101e\u100a\u103a 0.775 <sup>2<\/sup> = <strong>0.601<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u101e\u100a\u103a <i>\u1005\u102d\u102f\u1004\u103a\u1038\u1005\u102d\u102f\u1004\u103a\u1038\u1001\u1019\u103a\u1038\u101c\u103e\u102d\u102f\u1004\u103a<\/i> \u104f <strong>60.1%<\/strong> \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101e\u1030\u1019\u103b\u102c\u1038\u1000 \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u1000\u102d\u102f \u100a\u103d\u103e\u1014\u103a\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u1006\u1000\u103a\u1005\u1015\u103a\u1019\u103e\u102f-<\/strong> <a href=\"https:\/\/statorials.org\" target=\"_blank\" rel=\"noopener noreferrer\">\u1000\u1031\u102c\u1004\u103a\u1038\u101e\u1031\u102c R-squared \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c \u1021\u1018\u101a\u103a\u1014\u100a\u103a\u1038\u104b<\/a><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u1000\u103b\u1014\u103a\u1014\u1031\u101e\u1031\u102c\u1005\u1036\u1021\u1019\u103e\u102c\u1038<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u101e\u100a\u103a \u101e\u1010\u102d\u1015\u103c\u102f\u1019\u102d\u101e\u1031\u102c \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1019\u103b\u1009\u103a\u1038\u1000\u103c\u102c\u1038 \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u1010\u102d\u102f\u1004\u103a\u1038\u1010\u102c\u101e\u100a\u103a\u104b \u1024\u1025\u1015\u1019\u102c\u1010\u103d\u1004\u103a\u104a \u101c\u1031\u1037\u101c\u102c\u1011\u102c\u1038\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1019\u103b\u1009\u103a\u1038\u1019\u103e \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e <strong>\u101a\u1030\u1014\u1005\u103a 3.008<\/strong> \u1016\u103c\u1004\u1037\u103a \u101e\u103d\u1031\u1016\u100a\u103a\u101e\u103d\u102c\u1038\u101e\u100a\u103a <strong>\u104b<\/strong><\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">\u1006\u1000\u103a\u1005\u1015\u103a-<\/span><\/strong> <span style=\"color: #000000;\">&nbsp;<\/span> <a href=\"https:\/\/statorials.org\" target=\"_blank\" rel=\"noopener noreferrer\">Regression \u104f Standard Error \u1000\u102d\u102f \u1014\u102c\u1038\u101c\u100a\u103a\u1001\u103c\u1004\u103a\u1038\u104b<\/a><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101b\u1014\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1019\u103e\u104a \u1010\u1015\u103a\u1006\u1004\u103a\u1011\u102c\u1038\u101e\u1031\u102c multiple linear regression equation \u101e\u100a\u103a-<\/span><\/p>\n<p style=\"text-align: left;\"> <span style=\"color: #000000;\"><sub>\u1026\u1038\u1011\u102f\u1015\u103a<\/sub> mpg = -19.343 \u2013 0.019*disp \u2013 0.031*hp + 2.715*drat<\/span><\/p>\n<p> <span style=\"color: #000000;\"><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\">\u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a<\/a> \u1021\u101e\u1005\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a <em>\u1005\u102d\u102f\u1004\u103a\u1038\u1005\u102d\u102f\u1004\u103a\u1038\u1001\u1019\u103a\u1038\u101c\u103e\u102d\u102f\u1004\u103a<\/em> \u101e\u100a\u103a \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1016\u103c\u1005\u103a\u1019\u100a\u103a\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u101b\u1014\u103a \u1024\u100a\u102e\u1019\u103b\u103e\u1001\u103c\u1004\u103a\u1038\u1021\u102c\u1038 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u101b\u100a\u103a\u1021\u1001\u103b\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1010\u1005\u103a\u1005\u102e\u1038\u1021\u1010\u103d\u1000\u103a \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1011\u102c\u1038\u101e\u1031\u102c <em>mpg<\/em> \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u101b\u103e\u102c\u1016\u103d\u1031\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><em>\u1015\u103c\u101e\u1019\u103e\u102f<\/em> = \u1042\u1042\u1040<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>ch<\/em> =150<\/span><\/li>\n<li> <span style=\"color: #000000;\"><em>drat<\/em> = \u1043<\/span><\/li>\n<\/ul>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define the coefficients from the model output<\/span>\nintercept &lt;- coef(summary(model))[\"(Intercept)\", \"Estimate\"]\ndisp &lt;- coef(summary(model))[\"disp\", \"Estimate\"]\nhp &lt;- coef(summary(model))[\"hp\", \"Estimate\"]\ndrat &lt;- coef(summary(model))[\"drat\", \"Estimate\"]\n\n<span style=\"color: #008080;\">#use the model coefficients to predict the value for <em>mpg<\/em>\n<\/span>intercept + disp*220 + hp*150 + drat*3\n\n#[1] 18.57373<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><em>disp<\/em> = 220\u104a <em>hp<\/em> = 150 \u1014\u103e\u1004\u1037\u103a <em>drat<\/em> = 3 \u101b\u103e\u102d\u101e\u1031\u102c \u1000\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101e\u100a\u103a <strong>18.57373<\/strong> <em>mpg<\/em> \u101b\u101b\u103e\u102d\u1019\u100a\u103a\u101f\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em>\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1011\u102c\u1038\u101e\u1031\u102c R \u1000\u102f\u1012\u103a\u1021\u1015\u103c\u100a\u1037\u103a\u1021\u1005\u102f\u1036\u1000\u102d\u102f <a href=\"https:\/\/github.com\/Statorials\/R-Guides\/blob\/main\/multiple_linear_regression.R\" target=\"_blank\" rel=\"noopener noreferrer\">\u1024\u1014\u1031\u101b\u102c\u1010\u103d\u1004\u103a<\/a> \u101e\u1004\u103a\u1010\u103d\u1031\u1037\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/em><\/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\u101e\u1031\u102c \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1036\u101d\u1004\u103a\u1001\u103d\u1004\u103a\u1000\u103b\u1016\u103c\u1005\u103a\u1015\u102f\u1036\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/my\/\u101c\u1031\u1038\u1011\u1031\u102c\u1004\u1037\u103a\u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a-r\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a \u101c\u1031\u1038\u1015\u102f\u1036\u1010\u1015\u102f\u1036 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/polynomial-regression-r\/\" target=\"_blank\" rel=\"noopener\">R \u1010\u103d\u1004\u103a polynomial regression \u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1014\u100a\u103a\u1038<\/a><br \/> <a href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a-exponential-regression\/\">R \u1010\u103d\u1004\u103a exponential regression \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u100a\u103a\u1038<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u1010\u103d\u1004\u103a R \u1010\u103d\u1004\u103a \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1014\u103a\u1006\u102f\u1010\u103a\u1001\u103c\u1004\u103a\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 \u1025\u1015\u1019\u102c\u1010\u1005\u103a\u1001\u102f\u1015\u103c\u101e\u100a\u103a\u104a\u104a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1014\u103e\u1004\u1037\u103a\u1019\u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1019\u102e \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1015\u102b\u104b \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1010\u103d\u1031\u1019\u103b\u102c\u1038\u1010\u1031\u102c\u1037 \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u101a\u1030\u1006\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1005\u1005\u103a\u1006\u1031\u1038\u1001\u103c\u1004\u103a\u1038\u104b \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1021\u1011\u103d\u1000\u103a\u1000\u102d\u102f \u1005\u1000\u102c\u1038\u1015\u103c\u1014\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u104f \u1000\u103c\u1036\u1037\u1001\u102d\u102f\u1004\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1021\u1000\u1032\u1016\u103c\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u104b \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101b\u1014\u103a \u1019\u1031\u102c\u103a\u1012\u101a\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u104b \u101e\u103d\u102c\u1038\u1000\u103c\u101b\u1021\u1031\u102c\u1004\u103a! \u1002\u1031\u101f\u102c \u1024\u1025\u1015\u1019\u102c\u1021\u1010\u103d\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1000\u102c\u1038 \u1043\u1042 \u1005\u102e\u1038\u104f \u1021\u1019\u103b\u102d\u102f\u1038\u1019\u103b\u102d\u102f\u1038\u101e\u1031\u102c attribute \u1019\u103b\u102c\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c built-in R dataset mtcars \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u1019\u100a\u103a- #view first six lines of mtcars head(mtcars) # mpg cyl disp hp drat wt qsec vs am [&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 - Statology \u1010\u103d\u1004\u103a \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f \u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u100a\u103a\u1038<\/title>\n<meta name=\"description\" content=\"\u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1010\u103d\u1004\u103a R \u1010\u103d\u1004\u103a 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\/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/my\/multiple-linear-regression-r\/\" \/>\n<meta property=\"og:locale\" content=\"my_MM\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R - Statology \u1010\u103d\u1004\u103a \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1006\u102f\u1010\u103a\u101a\u102f\u1010\u103a\u1019\u103e\u102f \u1021\u1019\u103b\u102c\u1038\u1021\u1015\u103c\u102c\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u100a\u103a\u1038\" \/>\n<meta property=\"og:description\" content=\"\u1024\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1010\u103d\u1004\u103a R \u1010\u103d\u1004\u103a \u1019\u103b\u1009\u103a\u1038\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1014\u103a\u1006\u102f\u1010\u103a\u1001\u103c\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f 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