{"id":1243,"date":"2023-07-27T04:03:40","date_gmt":"2023-07-27T04:03:40","guid":{"rendered":"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/"},"modified":"2023-07-27T04:03:40","modified_gmt":"2023-07-27T04:03:40","slug":"k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/","title":{"rendered":"R \u1010\u103d\u1004\u103a k-means clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Clustering \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1004\u103a\u1038 <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 noreferrer\">\u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a<\/a> <em>\u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038<\/em> \u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a \u1000\u103c\u102d\u102f\u1038\u1005\u102c\u1038\u101e\u100a\u1037\u103a \u1005\u1000\u103a\u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f\u1014\u100a\u103a\u1038\u1015\u100a\u102c\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101b\u100a\u103a\u101b\u103d\u101a\u103a\u1001\u103b\u1000\u103a\u1019\u103e\u102c \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1004\u103a\u1038\u101b\u103e\u102d \u101b\u103e\u102f\u1019\u103c\u1004\u103a\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f \u1021\u101c\u103d\u1014\u103a\u1010\u1030\u100a\u102e\u1015\u103c\u102e\u1038 \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u101b\u103e\u102d \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f \u1021\u101c\u103d\u1014\u103a\u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u100a\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">Clustering \u101e\u100a\u103a <a href=\"https:\/\/statorials.org\/my\/\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c-\u101b\u103e\u1004\u103a\u1038\u101c\u1004\u103a\u1038\u1001\u103b\u1000\u103a-\u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a<\/a> \u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1019\u100a\u1037\u103a\u1021\u1005\u102c\u1038 \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1004\u103a\u1038 \u1016\u103d\u1032\u1037\u1005\u100a\u103a\u1038\u1015\u102f\u1036\u1000\u102d\u102f\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a \u101b\u102d\u102f\u1038\u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101b\u103e\u1004\u103a\u1038\u1000\u103c\u102d\u102f\u1038\u1005\u102c\u1038\u1014\u1031\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a <a href=\"https:\/\/statorials.org\/my\/\u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a-\u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1019\u1011\u102c\u1038\u101e\u1031\u102c-\u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u1019\u101b\u103e\u102d\u101e\u1031\u102c \u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f<\/a> \u1015\u102f\u1036\u1005\u1036\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u101a\u1030\u101e\u100a\u1037\u103a\u1021\u1001\u102b\u1010\u103d\u1004\u103a \u1005\u103b\u1031\u1038\u1000\u103d\u1000\u103a\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1031\u1038\u1010\u103d\u1004\u103a Clustering \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1019\u103b\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1005\u102f\u101d\u1004\u103a\u1004\u103d\u1031<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1005\u102f \u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1026\u1038\u1005\u102e\u1038 \u1021\u1010\u1010\u103a\u1015\u100a\u102c<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1021\u1014\u102e\u1038\u1006\u102f\u1036\u1038\u1019\u103c\u102d\u102f\u1037\u1015\u103c\u1027\u101b\u102d\u101a\u102c\u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1024\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1000\u102d\u102f \u101b\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a\u1021\u1001\u102b\u104a \u1021\u101c\u102c\u1038\u1010\u1030\u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u1005\u102f\u101c\u102d\u102f\u1000\u103a\u1021\u1015\u103c\u102f\u1036\u101c\u102d\u102f\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 \u1021\u1001\u103b\u102d\u102f\u1037\u101e\u1031\u102c\u1011\u102f\u1010\u103a\u1000\u102f\u1014\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101d\u101a\u103a\u101a\u1030\u101b\u1014\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1000\u103c\u1031\u102c\u103a\u1004\u103c\u102c\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1000\u102d\u102f \u1015\u102d\u102f\u1019\u102d\u102f\u1000\u1031\u102c\u1004\u103a\u1038\u1019\u103d\u1014\u103a\u1005\u103d\u102c \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1014\u102d\u102f\u1004\u103a\u1001\u103c\u1031\u1015\u102d\u102f\u1019\u103b\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1005\u102f\u101c\u102d\u102f\u1000\u103a\u1016\u103d\u1032\u1037\u1001\u103c\u1004\u103a\u1038\u104f \u1021\u101e\u102f\u1036\u1038\u1021\u1019\u103b\u102c\u1038\u1006\u102f\u1036\u1038\u1015\u102f\u1036\u1005\u1036\u1019\u103b\u102c\u1038\u1011\u1032\u1019\u103e \u1010\u1005\u103a\u1001\u102f\u1019\u103e\u102c <strong>k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038<\/strong> \u101f\u102f \u1001\u1031\u102b\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>K-Means Clustering \u1006\u102d\u102f\u1010\u102c \u1018\u102c\u101c\u1032\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">K \u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f <em>K<\/em> \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u102d\u102f\u1037 \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1019\u103e \u1005\u1030\u1038\u1005\u1019\u103a\u1038\u101c\u1031\u1037\u101c\u102c\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f \u1011\u102c\u1038\u101b\u103e\u102d\u1015\u1031\u1038\u101e\u100a\u1037\u103a \u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1006\u102f\u1036\u1038\u1015\u1014\u103a\u1038\u1010\u102d\u102f\u1004\u103a\u101e\u100a\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u103e\u102d \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1004\u103a\u1038 \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f \u1021\u1010\u1031\u102c\u103a\u101c\u1031\u1038\u1006\u1004\u103a\u1010\u1030\u101e\u100a\u1037\u103a <em>K<\/em> \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038 \u101b\u103e\u102d\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101c\u1000\u103a\u1010\u103d\u1031\u1037\u1010\u103d\u1004\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a K-Means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u103a-<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. <em>K<\/em> \u1021\u1010\u103d\u1000\u103a \u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u101b\u103d\u1031\u1038\u1015\u102b\u104b<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1015\u1011\u1019\u1026\u1038\u1005\u103d\u102c\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1010\u103d\u1004\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101c\u102d\u102f\u101e\u100a\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u100a\u103a\u1019\u103b\u103e\u101b\u103e\u102d\u101e\u100a\u103a\u1000\u102d\u102f \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u101e\u100a\u103a\u104b \u1019\u1000\u103c\u102c\u1001\u100f\u1006\u102d\u102f\u101e\u101c\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a <em>K<\/em> \u1021\u1010\u103d\u1000\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1005\u1019\u103a\u1038\u101e\u1015\u103a\u1015\u103c\u102e\u1038 \u1015\u1031\u1038\u1011\u102c\u1038\u101e\u1031\u102c\u1015\u103c\u103f\u1014\u102c\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1000\u103a \u1021\u101e\u1004\u1037\u103a\u101c\u103b\u1031\u102c\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1005\u103a\u101f\u1014\u103a\u101b\u103e\u102d\u101e\u100a\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f \u101e\u102d\u101b\u103e\u102d\u1014\u102d\u102f\u1004\u103a\u101b\u1014\u103a \u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u1019\u103a\u1038\u1005\u102d\u1010\u103a\u1016\u103c\u102c\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>2. \u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f 1 \u1019\u103e <em>K<\/em> \u1019\u103e \u1000\u1014\u1026\u1038\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u101e\u102d\u102f\u1037 \u1000\u103b\u1015\u1014\u103a\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u102b\u104b<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3. \u1021\u1005\u102f\u1021\u1016\u103d\u1032\u1037\u1010\u102c\u101d\u1014\u103a\u1019\u103b\u102c\u1038 \u1019\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u1001\u103b\u1004\u103a\u1038 \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1005\u1009\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1015\u102b\u104b<\/strong><\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><em>K<\/em> \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1000\u103a\u104a <em>\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u104f \u1006\u103d\u1032\u1004\u1004\u103a\u1021\u102c\u1038\u1017\u101f\u102d\u102f\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1015\u102b\u104b<\/em> \u1024\u101e\u100a\u103a\u1019\u103e\u102c <em>kth<\/em> \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u104f \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a <em>p-<\/em> mean features \u104f vector \u1019\u103b\u103e\u101e\u102c\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1005\u1031\u102c\u1004\u1037\u103a\u1000\u103c\u100a\u1037\u103a\u1019\u103e\u102f\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f \u1021\u1014\u102e\u1038\u1005\u1015\u103a\u1006\u102f\u1036\u1038 \u1021\u101c\u101a\u103a\u1017\u101f\u102d\u102f\u1016\u103c\u1004\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u101e\u102d\u102f\u1037 \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1015\u102b\u104b \u1024\u1010\u103d\u1004\u103a\u104a <em>\u1021\u1014\u102e\u1038\u1005\u1015\u103a\u1006\u102f\u1036\u1038<\/em> \u1000\u102d\u102f <a href=\"https:\/\/en.wikipedia.org\/wiki\/Euclidean_distance#Squared_Euclidean_distance\" target=\"_blank\" rel=\"noopener noreferrer\">Euclidean \u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038\u1000\u102d\u102f<\/a> \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>R \u1010\u103d\u1004\u103a K-Means Clustering<\/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\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-Means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 1- \u101c\u102d\u102f\u1021\u1015\u103a\u101e\u1031\u102c \u1015\u1000\u103a\u1000\u1031\u1037\u1001\u103a\u103b\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u1004\u103a\u1015\u102b\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1026\u1038\u1005\u103d\u102c\u104a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u101e\u102f\u1036\u1038\u101d\u1004\u103a\u101e\u1031\u102c\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c \u1015\u1000\u103a\u1000\u1031\u1037\u1001\u103a\u103b\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1010\u1004\u103a\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (factoextra)\n<span style=\"color: #993300;\">library<\/span> (cluster)<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 2: \u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1010\u1004\u103a\u1015\u103c\u102e\u1038 \u1015\u103c\u1004\u103a\u1006\u1004\u103a\u1015\u102b\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1024\u1025\u1015\u1019\u102c\u1021\u1010\u103d\u1000\u103a\u104a <em>\u101c\u1030\u101e\u1010\u103a\u1019\u103e\u102f<\/em> \u104a <em>\u1001\u103b\u1031\u1019\u103e\u102f\u1014\u103a\u1038\u101b\u1031\u1038<\/em> \u1014\u103e\u1004\u1037\u103a <em>\u1019\u102f\u1012\u102d\u1019\u103a\u1038\u1019\u103e\u102f\u1019\u103b\u102c\u1038<\/em> \u1021\u1010\u103d\u1000\u103a 1973 \u1001\u102f\u1014\u103e\u1005\u103a\u1010\u103d\u1004\u103a \u1021\u1019\u1031\u101b\u102d\u1000\u1014\u103a\u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u103e\u102d \u101c\u1030 100,000 \u1010\u1005\u103a\u1026\u1038\u101c\u103b\u103e\u1004\u103a \u1016\u1019\u103a\u1038\u1006\u102e\u1038\u1001\u1036\u101b\u1019\u103e\u102f \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1015\u102b\u101d\u1004\u103a\u101e\u100a\u1037\u103a R \u1010\u103d\u1004\u103a\u1010\u100a\u103a\u1006\u1031\u102c\u1000\u103a\u1011\u102c\u1038\u101e\u1031\u102c <em>USArrests<\/em> \u1012\u1031\u1010\u102c\u1021\u1005\u102f\u1036\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038\u104a \u1019\u103c\u102d\u102f\u1037\u1015\u103c\u1010\u103d\u1004\u103a\u1014\u1031\u1011\u102d\u102f\u1004\u103a\u101e\u1031\u102c \u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u104f \u101c\u1030\u1026\u1038\u101b\u1031\u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038 \u1012\u1031\u101e\u1019\u103b\u102c\u1038\u104b \u104a <em>UrbanPop<\/em><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1000\u102f\u1012\u103a\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038 \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a \u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><em>USArrests<\/em> \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1000\u102d\u102f \u1010\u1004\u103a\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1015\u103b\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1014\u1031\u101e\u1031\u102c\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1010\u1014\u103a\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1015\u102b\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">0 mean of 0 \u1014\u103e\u1004\u1037\u103a standard deviation \u1000\u102d\u102f 1 \u101b\u103e\u102d\u101b\u1014\u103a dataset \u1021\u1010\u103d\u1004\u103a\u1038\u101b\u103e\u102d variable \u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1000\u102d\u102f \u1021\u1010\u102d\u102f\u1004\u103a\u1038\u1021\u1010\u102c<\/span><\/li>\n<\/ul>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load data<\/span>\ndf &lt;-USArrests\n\n<span style=\"color: #008080;\">#remove rows with missing values<\/span><\/strong>\n<strong>df &lt;- na. <span style=\"color: #3366ff;\">omitted<\/span> (df)\n\n<span style=\"color: #008080;\">#scale each variable to have a mean of 0 and sd of 1<\/span><\/strong>\n<strong>df &lt;- scale(df)\n\n<span style=\"color: #008080;\">#view first six rows of dataset<\/span>\nhead(df)\n\n               Murder Assault UrbanPop Rape\nAlabama 1.24256408 0.7828393 -0.5209066 -0.003416473\nAlaska 0.50786248 1.1068225 -1.2117642 2.484202941\nArizona 0.07163341 1.4788032 0.9989801 1.042878388\nArkansas 0.23234938 0.2308680 -1.0735927 -0.184916602\nCalifornia 0.27826823 1.2628144 1.7589234 2.067820292\nColorado 0.02571456 0.3988593 0.8608085 1.864967207\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 3- \u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f \u101b\u103e\u102c\u1015\u102b\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b syntax \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101e\u100a\u1037\u103a built-in <strong>kmeans()<\/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<p> <span style=\"color: #000000;\"><strong>kmeans (\u1012\u1031\u1010\u102c\u104a \u1005\u1004\u103a\u1010\u102c\u1019\u103b\u102c\u1038\u104a nstart)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u101b\u103d\u103e\u1031-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u1012\u1031\u1010\u102c-<\/strong> \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1021\u1019\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u1005\u1004\u103a\u1010\u102c\u1019\u103b\u102c\u1038-<\/strong> \u1021\u1005\u102f\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u104a <em>k \u1000\u102d\u102f<\/em> \u101b\u100a\u103a\u100a\u103d\u103e\u1014\u103a\u1038\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>nstart- \u1000<\/strong> \u1014\u1026\u1038\u1016\u103d\u1032\u1037\u1005\u100a\u103a\u1038\u1015\u102f\u1036\u1019\u103b\u102c\u1038 \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u104b \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c \u1000\u1014\u1026\u1038\u1021\u1005\u1015\u103c\u102f\u1021\u1005\u102f\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1006\u102e\u101e\u102d\u102f\u1037 \u1026\u1038\u1010\u100a\u103a\u101e\u103d\u102c\u1038\u1014\u102d\u102f\u1004\u103a\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c \u1000\u1014\u1026\u1038\u1016\u103d\u1032\u1037\u1005\u100a\u103a\u1038\u1015\u102f\u1036\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u101b\u1014\u103a \u1021\u1000\u103c\u1036\u1015\u103c\u102f\u1021\u1015\u103a\u1015\u102b\u101e\u100a\u103a\u104b k-means algorithm \u101e\u100a\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u1010\u103d\u1004\u103a\u1038 \u1021\u101e\u1031\u1038\u1004\u101a\u103a\u1006\u102f\u1036\u1038\u101e\u1031\u102c \u1000\u103d\u1032\u101c\u103d\u1032\u1019\u103e\u102f\u1000\u102d\u102f \u1016\u103c\u1005\u103a\u1015\u1031\u102b\u103a\u1005\u1031\u101e\u100a\u1037\u103a \u1000\u1014\u1026\u1038\u1016\u103d\u1032\u1037\u1005\u100a\u103a\u1038\u1015\u102f\u1036\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1021\u1005\u102f\u1021\u1005\u100a\u103a\u1038 \u1019\u100a\u103a\u1019\u103b\u103e \u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1016\u103c\u1005\u103a\u1019\u100a\u103a\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1000\u103c\u102d\u102f\u1010\u1004\u103a\u1019\u101e\u102d\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101b\u102c\u1010\u103d\u1004\u103a \u1021\u1011\u1031\u102c\u1000\u103a\u1021\u1000\u1030\u1016\u103c\u1005\u103a\u1005\u1031\u1019\u100a\u1037\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1002\u101b\u1015\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u1005\u1010\u102f\u101b\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1015\u1031\u102b\u1004\u103a\u1038\u1005\u102f\u1001\u103c\u1004\u103a\u1038 \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1006\u1000\u103a\u1005\u1015\u103a\u101e\u1031\u102c \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1015\u1011\u1019\u1026\u1038\u1005\u103d\u102c\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a <strong>fviz_nbclust()<\/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 \u1005\u1010\u102f\u101b\u1014\u103a\u1038\u104f\u1015\u1031\u102b\u1004\u103a\u1038\u101c\u1012\u103a\u1021\u1010\u103d\u1004\u103a\u1038\u101b\u103e\u102d \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1021\u1005\u102f\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u104b<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>fviz_nbclust(df, kmeans, method = \u201c <span style=\"color: #008000;\">wss<\/span> \u201d)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12310 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/kmmoyenne1.png\" alt=\"k-\u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c \u1021\u1005\u102f\u101c\u102d\u102f\u1000\u103a\u1021\u1015\u103c\u102f\u1036\u101c\u102d\u102f\u1000\u103a\u1010\u103d\u1004\u103a \u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1021\u1005\u102f\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\" width=\"444\" height=\"434\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u1015\u102f\u1036\u1019\u103e\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1024\u1007\u102c\u1010\u103a\u1000\u103d\u1000\u103a\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101e\u1031\u102c\u1021\u1001\u102b\u104a \u1005\u1010\u102f\u101b\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1015\u1031\u102b\u1004\u103a\u1038\u101c\u1012\u103a\u101e\u100a\u103a \u201c\u1000\u103d\u1031\u1038\u101e\u100a\u103a\u201d \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1021\u1006\u1004\u1037\u103a\u1019\u103e\u1005\u1010\u1004\u103a\u101e\u103d\u102c\u1038\u101e\u100a\u1037\u103a &#8220; \u1012\u1030\u1038&#8221;  \u1000\u102d\u102f \u101b\u103e\u102c\u101e\u100a\u103a\u104b \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u101a\u1031\u1018\u102f\u101a\u103b\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1024\u1002\u101b\u1015\u103a\u1021\u1010\u103d\u1000\u103a\u104a k = 4 \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u103d\u1004\u103a \u101e\u1031\u1038\u1004\u101a\u103a\u101e\u1031\u102c \u1021\u1000\u103d\u1031\u1038\u1021\u1000\u1031\u102c\u1000\u103a\u1010\u1005\u103a\u1001\u102f \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a &#8220; \u1000\u103d\u1031\u1038&#8221;  \u101b\u103e\u102d\u101e\u100a\u103a\u1000\u102d\u102f \u1010\u103d\u1031\u1037\u101b\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1014\u103e\u1004\u1037\u103a \u1000\u103d\u102c\u101f\u1001\u103b\u1000\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u104f \u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f \u1006\u102f\u1036\u1038\u1016\u103c\u1010\u103a\u101b\u1014\u103a \u1021\u1001\u103c\u102c\u1038\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1019\u103e\u102c \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u1019\u103e\u102f\u1019\u101b\u103e\u102d\u1018\u1032 \u1016\u103c\u1014\u1037\u103a\u1016\u103c\u1030\u1038\u1019\u103e\u102f\u1021\u1010\u103d\u1000\u103a \u104e\u1004\u103a\u1038\u1010\u102d\u102f\u1037\u104f\u1019\u103b\u103e\u1031\u102c\u103a\u101c\u1004\u1037\u103a\u1011\u102c\u1038\u101e\u100a\u1037\u103a\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c k \u104f \u1005\u102f\u1005\u102f\u1015\u1031\u102b\u1004\u103a\u1038\u1021\u1010\u103d\u1004\u103a\u1038\u1021\u1005\u102f\u1021\u1005\u100a\u103a\u1038\u1021\u1000\u103d\u1032\u1000\u103d\u1032\u1000\u103d\u1032\u1015\u103c\u102c\u1038\u1019\u103e\u102f\u1000\u102d\u102f \u1014\u103e\u102d\u102f\u1004\u103a\u1038\u101a\u103e\u1009\u103a\u101e\u100a\u1037\u103a <a style=\"color: #000000;\" href=\"https:\/\/web.stanford.edu\/~hastie\/Papers\/gap.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">deviation statistic<\/a> \u101f\u102f\u1001\u1031\u102b\u103a\u101e\u1031\u102c \u1019\u1000\u103a\u1011\u101b\u1005\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;\"><em>\u1021\u1005\u102f<\/em> \u1021\u1005\u100a\u103a\u1038\u1019\u103e <strong>clusGap()<\/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 \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u104f \u1000\u102d\u1014\u103a\u1038\u1002\u100f\u102c\u1014\u103a\u1038\u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 <strong>fviz_gap_stat()<\/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 \u1000\u103d\u1000\u103a\u101c\u1015\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate gap statistic based on number of clusters\n<\/span>gap_stat &lt;- clusGap(df,\n                    FUN = kmeans,\n                    nstart = 25,\n                    K.max = 10,\n                    B = 50)\n\n<span style=\"color: #008080;\">#plot number of clusters vs. gap statistic\n<\/span>fviz_gap_stat(gap_stat)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12311 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/moyenne-km2.png\" alt=\"\u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1021\u1010\u103d\u1000\u103a \u101e\u103d\u1031\u1016\u100a\u103a\u101e\u1031\u102c\u1000\u102d\u1014\u103a\u1038\u1002\u100f\u1014\u103a\u1038\" width=\"454\" height=\"445\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u1002\u101b\u1015\u103a\u1016\u103a\u1019\u103e\u104a \u1000\u103d\u102c\u101f\u1001\u103b\u1000\u103a\u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u101e\u100a\u103a k = 4 \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u103d\u1004\u103a \u1021\u1019\u103c\u1004\u1037\u103a\u1006\u102f\u1036\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u101a\u1001\u1004\u103a\u1000 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1001\u1032\u1037\u101e\u1031\u102c \u1010\u1036\u1010\u1031\u102c\u1004\u103a\u1006\u1005\u103a\u1014\u100a\u103a\u1038\u101c\u1019\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1000\u102d\u102f\u1000\u103a\u100a\u102e\u1000\u103c\u1031\u102c\u1004\u103a\u1038 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1010\u103d\u1031\u1037\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u1021\u1006\u1004\u1037\u103a 4- Optimal <em>K<\/em> \u1016\u103c\u1004\u1037\u103a K-Means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1015\u102b\u104b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1010\u103d\u1004\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a <em>k<\/em> \u104f \u1021\u1000\u1031\u102c\u1004\u103a\u1038\u1006\u102f\u1036\u1038\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1015\u1031\u102b\u103a\u1010\u103d\u1004\u103a k-Means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible\n<span style=\"color: #000000;\">set.seed(1)<\/span>\n\n#perform k-means clustering with k = 4 clusters\n<\/span>km &lt;- kmeans(df, centers = 4, nstart = 25)\n\n<span style=\"color: #008080;\">#view results\n<\/span>km\n\nK-means clustering with 4 clusters of sizes 16, 13, 13, 8\n\nCluster means:\n      Murder Assault UrbanPop Rape\n1 -0.4894375 -0.3826001 0.5758298 -0.26165379\n2 -0.9615407 -1.1066010 -0.9301069 -0.96676331\n3 0.6950701 1.0394414 0.7226370 1.27693964\n4 1.4118898 0.8743346 -0.8145211 0.01927104\n\nVector clustering:\n       Alabama Alaska Arizona Arkansas California Colorado \n             4 3 3 4 3 3 \n   Connecticut Delaware Florida Georgia Hawaii Idaho \n             1 1 3 4 1 2 \n      Illinois Indiana Iowa Kansas Kentucky Louisiana \n             3 1 2 1 2 4 \n         Maine Maryland Massachusetts Michigan Minnesota Mississippi \n             2 3 1 3 2 4 \n      Missouri Montana Nebraska Nevada New Hampshire New Jersey \n             3 2 2 3 2 1 \n    New Mexico New York North Carolina North Dakota Ohio Oklahoma \n             3 3 4 2 1 1 \n        Oregon Pennsylvania Rhode Island South Carolina South Dakota Tennessee \n             1 1 1 4 2 4 \n         Texas Utah Vermont Virginia Washington West Virginia \n             3 1 2 1 1 2 \n     Wisconsin Wyoming \n             2 1 \n\nWithin cluster sum of squares by cluster:\n[1] 16.212213 11.952463 19.922437 8.316061\n (between_SS \/ total_SS = 71.2%)\n\nAvailable components:\n\n[1] \"cluster\" \"centers\" \"totss\" \"withinss\" \"tot.withinss\" \"betweenss\"   \n[7] \"size\" \"iter\" \"ifault\"         \n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u101b\u101c\u1012\u103a\u1019\u103b\u102c\u1038\u1019\u103e \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;\">\u1015\u103c\u100a\u103a\u1014\u101a\u103a <b>\u1041\u1046 \u1001\u102f\u1000\u102d\u102f<\/b> \u1015\u1011\u1019\u1021\u1005\u102f\u1021\u1016\u103d\u1032\u1037\u1010\u103d\u1004\u103a \u1010\u102c\u101d\u1014\u103a\u1015\u1031\u1038\u1021\u1015\u103a\u1001\u1032\u1037\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1015\u103c\u100a\u103a\u1014\u101a\u103a <strong>13 \u1001\u102f\u1000\u102d\u102f<\/strong> \u1012\u102f\u1010\u102d\u101a\u1021\u1005\u102f\u1021\u1016\u103d\u1032\u1037\u1010\u103d\u1004\u103a \u1010\u102c\u101d\u1014\u103a\u1015\u1031\u1038\u1021\u1015\u103a\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1015\u103c\u100a\u103a\u1014\u101a\u103a <strong>13 \u1001\u102f\u1000\u102d\u102f<\/strong> \u1010\u1010\u102d\u101a\u1021\u1005\u102f\u1021\u1016\u103d\u1032\u1037\u1010\u103d\u1004\u103a \u1010\u102c\u101d\u1014\u103a\u1015\u1031\u1038\u1021\u1015\u103a\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1005\u1010\u102f\u1010\u1039\u1011\u1021\u1005\u102f\u1021\u1016\u103d\u1032\u1037\u1010\u103d\u1004\u103a \u1015\u103c\u100a\u103a\u1014\u101a\u103a <b>\u1048<\/b> \u1001\u102f\u1000\u102d\u102f \u1010\u102c\u101d\u1014\u103a\u1015\u1031\u1038\u1021\u1015\u103a\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\"><strong>fivz_cluster()<\/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 axes \u1015\u1031\u102b\u103a\u101b\u103e\u102d \u1015\u1011\u1019\u1021\u1013\u102d\u1000\u1021\u1005\u102d\u1010\u103a\u1021\u1015\u102d\u102f\u1004\u103a\u1038\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a scatterplot \u1010\u103d\u1004\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103c\u1004\u103a\u101a\u1031\u102c\u1004\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#plot results of final k-means model\n<span style=\"color: #000000;\">fviz_cluster(km, data = df)\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-12313 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/kmmoyenne4.png\" alt=\"K \u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c R \u1010\u103d\u1004\u103a \u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038 \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1000\u102d\u102f \u1006\u102d\u102f\u101c\u102d\u102f\u101e\u100a\u103a\u104b\" width=\"475\" height=\"472\" srcset=\"\" sizes=\"\"><\/p>\n<p> <span style=\"color: #000000;\">\u1021\u1005\u102f\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u103e\u102d \u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1021\u102c\u1038 \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a <strong>Aggregate()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1000\u102d\u102f\u101c\u100a\u103a\u1038 \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find means of each cluster\n<span style=\"color: #000000;\">aggregate(USArrests, by= <span style=\"color: #3366ff;\">list<\/span> (cluster=km$cluster), mean)\n\ncluster Murder Assault UrbanPop Rape\n\t\t\t\t\n1 3.60000 78.53846 52.07692 12.17692\n2 10.81538 257.38462 76.00000 33.19231\n3 5.65625 138.87500 73.87500 18.78125\n4 13.93750 243.62500 53.75000 21.41250\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u1024\u1021\u1011\u103d\u1000\u103a\u1000\u102d\u102f \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1010\u102d\u102f\u1004\u103a\u1038 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1018\u102c\u101e\u102c\u1015\u103c\u1014\u103a\u1006\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u1021\u102f\u1015\u103a\u1005\u102f 1 \u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1000\u103c\u102c\u1038 \u1014\u102d\u102f\u1004\u103a\u1004\u1036\u101e\u102c\u1038 100,000 \u1010\u1005\u103a\u1026\u1038\u101c\u103b\u103e\u1004\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e \u101c\u1030\u101e\u1010\u103a\u1019\u103e\u102f \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1019\u103e\u102c <strong>3.6<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1021\u102f\u1015\u103a\u1005\u102f 1 \u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1000\u103c\u102c\u1038 \u1014\u102d\u102f\u1004\u103a\u1004\u1036\u101e\u102c\u1038 100,000 \u1010\u1005\u103a\u1026\u1038\u101c\u103b\u103e\u1004\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e \u1010\u102d\u102f\u1000\u103a\u1001\u102d\u102f\u1000\u103a\u1019\u103e\u102f \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1019\u103e\u102c <strong>78.5<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1021\u102f\u1015\u103a\u1005\u102f 1 \u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1019\u103b\u102c\u1038\u1021\u1000\u103c\u102c\u1038 \u1019\u103c\u102d\u102f\u1037\u1015\u103c\u1027\u101b\u102d\u101a\u102c\u1010\u103d\u1004\u103a \u1014\u1031\u1011\u102d\u102f\u1004\u103a\u101e\u1030\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u101b\u102c\u1001\u102d\u102f\u1004\u103a\u1014\u103e\u102f\u1014\u103a\u1038\u1019\u103e\u102c <b>52.1%<\/b> \u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u1021\u102f\u1015\u103a\u1005\u102f 1 \u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1019\u103b\u102c\u1038\u1000\u103c\u102c\u1038\u1010\u103d\u1004\u103a \u1014\u102d\u102f\u1004\u103a\u1004\u1036\u101e\u102c\u1038 100,000 \u1010\u1005\u103a\u1026\u1038\u101c\u103b\u103e\u1004\u103a \u1019\u102f\u1012\u102d\u1019\u103a\u1038\u1019\u103e\u102f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e \u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1019\u103e\u102c <strong>12.2<\/strong> \u1016\u103c\u1005\u103a\u101e\u100a\u103a <strong>\u104b<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u1014\u1031\u102c\u1000\u103a &#8230; \u1015\u103c\u102e\u1038\u1010\u1031\u102c\u1037\u104b<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u1015\u103c\u100a\u103a\u1014\u101a\u103a\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u104f \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u102c\u101d\u1014\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u1030\u101b\u1004\u103a\u1038\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u101e\u102d\u102f\u1037\u101c\u100a\u103a\u1038 \u1011\u100a\u1037\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#add cluster assignment to original data\n<span style=\"color: #000000;\">final_data &lt;- cbind(USArrests, cluster = km$cluster)\n<\/span>\n#view final data\n<span style=\"color: #000000;\">head(final_data)\n\n\t<\/span><span style=\"color: #000000;\">Murder Assault UrbanPop<\/span> <span style=\"color: #000000;\">Rape<\/span> <span style=\"color: #000000;\">cluster\n\t\t\t\t\nAlabama<\/span> <span style=\"color: #000000;\">13.2<\/span> <span style=\"color: #000000;\">236 58<\/span> <span style=\"color: #000000;\">21.2<\/span> <span style=\"color: #000000;\">4\nAlaska<\/span> <span style=\"color: #000000;\">10.0 263 48<\/span> <span style=\"color: #000000;\">44.5<\/span> <span style=\"color: #000000;\">2\nArizona<\/span> <span style=\"color: #000000;\">8.1 294 80<\/span> <span style=\"color: #000000;\">31.0<\/span> <span style=\"color: #000000;\">2\nArkansas<\/span> <span style=\"color: #000000;\">8.8 190 50<\/span> <span style=\"color: #000000;\">19.5<\/span> <span style=\"color: #000000;\">4\nCalifornia<\/span> <span style=\"color: #000000;\">9.0 276 91<\/span> <span style=\"color: #000000;\">40.6<\/span> <span style=\"color: #000000;\">2\nColorado<\/span> <span style=\"color: #000000;\">7.9 204 78<\/span> <span style=\"color: #000000;\">38.7<\/span> <span style=\"color: #000000;\">2\n<\/span><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>K-Means Clustering \u104f \u1021\u102c\u1038\u101e\u102c\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1014\u103e\u1004\u1037\u103a \u1021\u102c\u1038\u1014\u100a\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">K-Means \u1021\u1005\u102f\u101c\u102d\u102f\u1000\u103a\u1016\u103d\u1032\u1037\u1001\u103c\u1004\u103a\u1038\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b \u1021\u1000\u103b\u102d\u102f\u1038\u1000\u103b\u1031\u1038\u1007\u1030\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1015\u1031\u1038\u1006\u1031\u102c\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1019\u103c\u1014\u103a\u1006\u1014\u103a\u101e\u1031\u102c \u1021\u101a\u103a\u101c\u1002\u102d\u102f\u101b\u102e\u101e\u1019\u103a\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1000\u103c\u102e\u1038\u1019\u102c\u1038\u101e\u1031\u102c\u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u1031\u102c\u1004\u103a\u1038\u1019\u103d\u1014\u103a\u1005\u103d\u102c\u1000\u102d\u102f\u1004\u103a\u1010\u103d\u101a\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\u101e\u102d\u102f\u1037\u101e\u1031\u102c\u103a\u104a \u104e\u1004\u103a\u1038\u1010\u103d\u1004\u103a\u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u101c\u102c\u1038\u1021\u101c\u102c\u1021\u102c\u1038\u1014\u100a\u103a\u1038\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u101b\u103e\u102d\u101e\u100a\u103a\u104b<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u101e\u100a\u103a algorithm \u1000\u102d\u102f\u1019\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1019\u102e \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1021\u102c\u1038 \u101c\u102d\u102f\u1021\u1015\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1015\u103c\u1004\u103a\u1015\u101c\u1030\u1019\u103b\u102c\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1000\u1032\u1006\u1010\u103a\u101e\u100a\u103a\u104b<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1021\u1010\u103d\u1000\u103a \u1021\u1001\u103c\u102c\u1038\u101b\u103d\u1031\u1038\u1001\u103b\u101a\u103a\u1005\u101b\u102c\u1014\u103e\u1005\u103a\u1001\u102f\u1019\u103e\u102c <a href=\"https:\/\/statorials.org\/my\/r-\u1010\u103d\u1004\u103a-k-meoids\/\" target=\"_blank\" rel=\"noopener noreferrer\">k-\u1021\u1013\u102d\u1015\u1039\u1015\u102c\u101a\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038<\/a> \u1014\u103e\u1004\u1037\u103a \u1021\u1011\u1000\u103a\u1021\u1031\u102c\u1000\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n<hr>\n<p> <span style=\"color: #000000;\">\u1024\u1025\u1015\u1019\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\/k_means.R\" target=\"_blank\" rel=\"noopener noreferrer\">\u1024\u1014\u1031\u101b\u102c\u1010\u103d\u1004\u103a<\/a> \u101b\u103e\u102c\u1010\u103d\u1031\u1037\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Clustering \u101e\u100a\u103a \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1004\u103a\u1038 \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038 \u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a \u1000\u103c\u102d\u102f\u1038\u1005\u102c\u1038\u101e\u100a\u1037\u103a \u1005\u1000\u103a\u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f\u1014\u100a\u103a\u1038\u1015\u100a\u102c\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u101b\u100a\u103a\u101b\u103d\u101a\u103a\u1001\u103b\u1000\u103a\u1019\u103e\u102c \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u1021\u1010\u103d\u1004\u103a\u1038\u101b\u103e\u102d \u101b\u103e\u102f\u1019\u103c\u1004\u103a\u101e\u102f\u1036\u1038\u101e\u1015\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f \u1021\u101c\u103d\u1014\u103a\u1010\u1030\u100a\u102e\u1015\u103c\u102e\u1038 \u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u1031\u102c\u1021\u1005\u102f\u1021\u101d\u1031\u1038\u101b\u103e\u102d \u101c\u1031\u1037\u101c\u102c\u1010\u103d\u1031\u1037\u101b\u103e\u102d\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1010\u1005\u103a\u1001\u102f\u1014\u103e\u1004\u1037\u103a\u1010\u1005\u103a\u1001\u102f \u1021\u101c\u103d\u1014\u103a\u1000\u103d\u1032\u1015\u103c\u102c\u1038\u101e\u100a\u1037\u103a \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b Clustering \u101e\u100a\u103a \u1010\u102f\u1036\u1037\u1015\u103c\u1014\u103a\u1019\u103e\u102f\u1000\u102d\u1014\u103a\u1038\u101b\u103e\u1004\u103a \u104f\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u1001\u1014\u1037\u103a\u1019\u103e\u1014\u103a\u1038\u1019\u100a\u1037\u103a\u1021\u1005\u102c\u1038 \u1012\u1031\u1010\u102c\u1021\u1010\u103d\u1032\u1010\u1005\u103a\u1001\u102f\u1021\u1010\u103d\u1004\u103a\u1038 \u1016\u103d\u1032\u1037\u1005\u100a\u103a\u1038\u1015\u102f\u1036\u1000\u102d\u102f\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1014\u103a \u101b\u102d\u102f\u1038\u101b\u102d\u102f\u1038\u101b\u103e\u1004\u103a\u1038\u101b\u103e\u1004\u103a\u1038\u1000\u103c\u102d\u102f\u1038\u1005\u102c\u1038\u1014\u1031\u101e\u1031\u102c\u1000\u103c\u1031\u102c\u1004\u1037\u103a \u1000\u103c\u102e\u1038\u1000\u103c\u1015\u103a\u1001\u103c\u1004\u103a\u1038\u1019\u101b\u103e\u102d\u101e\u1031\u102c \u101e\u1004\u103a\u101a\u1030\u1019\u103e\u102f \u1015\u102f\u1036\u1005\u1036\u1010\u1005\u103a\u1001\u102f\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u101c\u102f\u1015\u103a\u1004\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u1032\u1037\u101e\u102d\u102f\u1037\u101e\u1031\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101b\u101a\u1030\u101e\u100a\u1037\u103a\u1021\u1001\u102b\u1010\u103d\u1004\u103a \u1005\u103b\u1031\u1038\u1000\u103d\u1000\u103a\u101b\u103e\u102c\u1016\u103d\u1031\u101b\u1031\u1038\u1010\u103d\u1004\u103a Clustering \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1019\u103b\u102c\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1005\u102f\u101d\u1004\u103a\u1004\u103d\u1031 \u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1005\u102f \u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038 \u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1026\u1038\u1005\u102e\u1038 \u1021\u1010\u1010\u103a\u1015\u100a\u102c \u1021\u1014\u102e\u1038\u1006\u102f\u1036\u1038\u1019\u103c\u102d\u102f\u1037\u1015\u103c\u1027\u101b\u102d\u101a\u102c\u1021\u1000\u103d\u102c\u1021\u101d\u1031\u1038 \u1024\u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1000\u102d\u102f \u101b\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u1037\u103a\u1021\u1001\u102b\u104a \u1021\u101c\u102c\u1038\u1010\u1030\u1021\u102d\u1019\u103a\u1011\u1031\u102c\u1004\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1032\u1001\u103c\u102c\u1038\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u101b\u1014\u103a \u1021\u1005\u102f\u101c\u102d\u102f\u1000\u103a\u1021\u1015\u103c\u102f\u1036\u101c\u102d\u102f\u1000\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u103c\u102e\u1038 \u1021\u1001\u103b\u102d\u102f\u1037\u101e\u1031\u102c\u1011\u102f\u1010\u103a\u1000\u102f\u1014\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101d\u101a\u103a\u101a\u1030\u101b\u1014\u103a \u101e\u102d\u102f\u1037\u1019\u101f\u102f\u1010\u103a \u1000\u103c\u1031\u102c\u103a\u1004\u103c\u102c\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1000\u102d\u102f [&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 K-Means Clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c- Statology<\/title>\n<meta name=\"description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/my\/k-\u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u102f\u1015\u103a\u1005\u102f\u1016\/\" \/>\n<meta property=\"og:locale\" content=\"my_MM\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R \u1010\u103d\u1004\u103a K-Means Clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c- Statology\" \/>\n<meta property=\"og:description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/my\/k-\u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u102f\u1015\u103a\u1005\u102f\u1016\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-27T04:03:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/kmmoyenne1.png\" \/>\n<meta name=\"author\" content=\"Benjamin Anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Benjamin Anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/\",\"url\":\"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/\",\"name\":\"R \u1010\u103d\u1004\u103a K-Means Clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c- Statology\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/my\/#website\"},\"datePublished\":\"2023-07-27T04:03:40+00:00\",\"dateModified\":\"2023-07-27T04:03:40+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097\"},\"description\":\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/#breadcrumb\"},\"inLanguage\":\"my-MM\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u1021\u102d\u1019\u103a\",\"item\":\"https:\/\/statorials.org\/my\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R \u1010\u103d\u1004\u103a k-means clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/my\/#website\",\"url\":\"https:\/\/statorials.org\/my\/\",\"name\":\"Statorials\",\"description\":\"\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u101b\u100a\u103a\u1021\u1001\u103b\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101e\u1004\u1037\u103a\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u104b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/my\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"my-MM\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097\",\"name\":\"Benjamin Anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"my-MM\",\"@id\":\"https:\/\/statorials.org\/my\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"caption\":\"Benjamin Anderson\"},\"description\":\"\u1019\u1004\u103a\u1039\u1002\u101c\u102c\u1015\u102b\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u101e\u100a\u103a \u1021\u1004\u103c\u102d\u1019\u103a\u1038\u1005\u102c\u1038 \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038 \u1015\u102b\u1019\u1031\u102c\u1000\u1039\u1001 \u1018\u1004\u103a\u1002\u103b\u1019\u1004\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u102e\u1038\u101e\u1014\u1037\u103a Statorials \u1006\u101b\u102c\u1021\u1016\u103c\u1005\u103a \u101c\u103e\u100a\u1037\u103a\u1015\u1010\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1014\u101a\u103a\u1015\u101a\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u101a\u103a\u1015\u103c\u1014\u1037\u103a\u101e\u1031\u102c\u1021\u1010\u103d\u1031\u1037\u1021\u1000\u103c\u102f\u1036\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u103d\u1019\u103a\u1038\u1000\u103b\u1004\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030\u104a Statorials \u1019\u103e\u1010\u1005\u103a\u1006\u1004\u1037\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u104f\u1021\u101e\u102d\u1015\u100a\u102c\u1000\u102d\u102f \u1019\u103b\u103e\u101d\u1031\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b \u1015\u102d\u102f\u101e\u102d\u1010\u101a\u103a\u104b\",\"sameAs\":[\"https:\/\/statorials.org\/my\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"R \u1010\u103d\u1004\u103a K-Means Clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c- Statology","description":"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/my\/k-\u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u102f\u1015\u103a\u1005\u102f\u1016\/","og_locale":"my_MM","og_type":"article","og_title":"R \u1010\u103d\u1004\u103a K-Means Clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c- Statology","og_description":"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b","og_url":"https:\/\/statorials.org\/my\/k-\u1006\u102d\u102f\u101e\u100a\u103a\u1019\u103e\u102c-r-\u1016\u103c\u1004\u1037\u103a-\u1021\u102f\u1015\u103a\u1005\u102f\u1016\/","og_site_name":"Statorials","article_published_time":"2023-07-27T04:03:40+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/kmmoyenne1.png"}],"author":"Benjamin Anderson","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Benjamin Anderson","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/","url":"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/","name":"R \u1010\u103d\u1004\u103a K-Means Clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c- Statology","isPartOf":{"@id":"https:\/\/statorials.org\/my\/#website"},"datePublished":"2023-07-27T04:03:40+00:00","dateModified":"2023-07-27T04:03:40+00:00","author":{"@id":"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097"},"description":"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u101e\u100a\u103a R \u1010\u103d\u1004\u103a k-means \u1021\u1005\u102f\u1021\u101d\u1031\u1038\u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1015\u102f\u1036\u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a\u1000\u102d\u102f \u1025\u1015\u1019\u102c\u1015\u1031\u1038\u1011\u102c\u1038\u101e\u100a\u103a\u104b","breadcrumb":{"@id":"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/#breadcrumb"},"inLanguage":"my-MM","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/my\/k-%e1%80%86%e1%80%ad%e1%80%af%e1%80%9e%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%ac-r-%e1%80%96%e1%80%bc%e1%80%84%e1%80%b7%e1%80%ba-%e1%80%a1%e1%80%af%e1%80%95%e1%80%ba%e1%80%85%e1%80%af%e1%80%96\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u1021\u102d\u1019\u103a","item":"https:\/\/statorials.org\/my\/"},{"@type":"ListItem","position":2,"name":"R \u1010\u103d\u1004\u103a k-means clustering- \u1021\u1006\u1004\u1037\u103a\u1006\u1004\u1037\u103a \u1025\u1015\u1019\u102c"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/my\/#website","url":"https:\/\/statorials.org\/my\/","name":"Statorials","description":"\u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u101b\u100a\u103a\u1021\u1001\u103b\u1004\u103a\u1038\u1021\u1010\u103d\u1000\u103a \u101e\u1004\u1037\u103a\u101c\u1019\u103a\u1038\u100a\u103d\u103e\u1014\u103a\u1001\u103b\u1000\u103a\u104b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/my\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"my-MM"},{"@type":"Person","@id":"https:\/\/statorials.org\/my\/#\/schema\/person\/e47470981684a202f7ed4c0cb1e10097","name":"Benjamin Anderson","image":{"@type":"ImageObject","inLanguage":"my-MM","@id":"https:\/\/statorials.org\/my\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/my\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg","caption":"Benjamin Anderson"},"description":"\u1019\u1004\u103a\u1039\u1002\u101c\u102c\u1015\u102b\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u101e\u100a\u103a \u1021\u1004\u103c\u102d\u1019\u103a\u1038\u1005\u102c\u1038 \u1005\u102c\u101b\u1004\u103a\u1038\u1021\u1004\u103a\u1038 \u1015\u102b\u1019\u1031\u102c\u1000\u1039\u1001 \u1018\u1004\u103a\u1002\u103b\u1019\u1004\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038 \u101e\u102e\u1038\u101e\u1014\u1037\u103a Statorials \u1006\u101b\u102c\u1021\u1016\u103c\u1005\u103a \u101c\u103e\u100a\u1037\u103a\u1015\u1010\u103a\u1015\u102b\u101e\u100a\u103a\u104b \u1005\u102c\u101b\u1004\u103a\u1038\u1007\u101a\u102c\u1038\u1014\u101a\u103a\u1015\u101a\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u101a\u103a\u1015\u103c\u1014\u1037\u103a\u101e\u1031\u102c\u1021\u1010\u103d\u1031\u1037\u1021\u1000\u103c\u102f\u1036\u1014\u103e\u1004\u1037\u103a \u1000\u103b\u103d\u1019\u103a\u1038\u1000\u103b\u1004\u103a\u1019\u103e\u102f\u1014\u103e\u1004\u1037\u103a\u1021\u1010\u1030\u104a Statorials \u1019\u103e\u1010\u1005\u103a\u1006\u1004\u1037\u103a \u1000\u103b\u1031\u102c\u1004\u103a\u1038\u101e\u102c\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1001\u103d\u1014\u103a\u1021\u102c\u1038\u1016\u103c\u1005\u103a\u1005\u1031\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u104f\u1021\u101e\u102d\u1015\u100a\u102c\u1000\u102d\u102f \u1019\u103b\u103e\u101d\u1031\u101c\u102d\u102f\u1015\u102b\u101e\u100a\u103a\u104b \u1015\u102d\u102f\u101e\u102d\u1010\u101a\u103a\u104b","sameAs":["https:\/\/statorials.org\/my"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/posts\/1243"}],"collection":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/comments?post=1243"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/posts\/1243\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/media?parent=1243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/categories?post=1243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/my\/wp-json\/wp\/v2\/tags?post=1243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}