{"id":671,"date":"2023-07-29T03:29:17","date_gmt":"2023-07-29T03:29:17","guid":{"rendered":"https:\/\/statorials.org\/ko\/%e1%84%86%e1%85%a1%e1%86%ab-%e1%84%8f%e1%85%a6%e1%86%ab%e1%84%83%e1%85%a1%e1%86%af-%e1%84%8e%e1%85%ae%e1%84%89%e1%85%a6-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-r\/"},"modified":"2023-07-29T03:29:17","modified_gmt":"2023-07-29T03:29:17","slug":"%e1%84%86%e1%85%a1%e1%86%ab-%e1%84%8f%e1%85%a6%e1%86%ab%e1%84%83%e1%85%a1%e1%86%af-%e1%84%8e%e1%85%ae%e1%84%89%e1%85%a6-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ko\/%e1%84%86%e1%85%a1%e1%86%ab-%e1%84%8f%e1%85%a6%e1%86%ab%e1%84%83%e1%85%a1%e1%86%af-%e1%84%8e%e1%85%ae%e1%84%89%e1%85%a6-%e1%84%90%e1%85%a6%e1%84%89%e1%85%b3%e1%84%90%e1%85%b3-r\/","title":{"rendered":"R\uc5d0\uc11c mann-kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub294<\/strong> \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \ube44\ubaa8\uc218\uc801 \ud14c\uc2a4\ud2b8\uc785\ub2c8\ub2e4. \uc989, \ub370\uc774\ud130\uc758 \uc815\uaddc\uc131\uc5d0 \ub300\ud55c \uae30\ubcf8 \uac00\uc815\uc774 \uc774\ub8e8\uc5b4\uc9c0\uc9c0 \uc54a\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8 \uac00\uc124\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>H <sub>0<\/sub> (\uadc0\ubb34\uac00\uc124):<\/strong> \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong><sub>HA<\/sub> (\ub300\ub9bd\uac00\uc124):<\/strong> \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. (\uc774\uac83\uc740 \uae0d\uc815\uc801\uc77c \uc218\ub3c4 \uc788\uace0 \ubd80\uc815\uc801\uc778 \ucd94\uc138\uc77c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uac80\uc815\uc758 p-\uac12\uc774 \ud2b9\uc815 \uc720\uc758 \uc218\uc900(\uc77c\ubc18\uc801\uc73c\ub85c \uc120\ud0dd\ub418\ub294 \uac12\uc740 0.10, 0.05, 0.01)\ubcf4\ub2e4 \ub0ae\uc73c\uba74 \uc2dc\uacc4\uc5f4\uc758 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud55c\ub2e4\ub294 \ud1b5\uacc4\uc801\uc73c\ub85c \uc720\uc758\ubbf8\ud55c \uc99d\uac70\uac00 \uc788\ub294 \uac83\uc785\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\uc774 \ud29c\ud1a0\ub9ac\uc5bc\uc5d0\uc11c\ub294 R\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\uc608: R\uc758 Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">R\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \uad6c\ubb38\uc744 \uc0ac\uc6a9\ud558\ub294 <strong>Kendall<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 <strong>MannKendall()<\/strong> \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\ub9e8\ucf04\ub2ec(x)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\uae08:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x<\/strong> = \ub370\uc774\ud130 \ubca1\ud130(\uc885\uc885 \uc2dc\uacc4\uc5f4)<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">\ud14c\uc2a4\ud2b8 \uc218\ud589 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uae30 \uc704\ud574 <strong>Kendall<\/strong> Library\uc5d0 \ub0b4\uc7a5\ub41c <strong>PrecipGL<\/strong> \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 1900\ub144\ubd80\ud130 1986\ub144\uae4c\uc9c0 \ubaa8\ub4e0 \uc624\ub300\ud638\uc5d0 \ub300\ud55c \uc5f0\uac04 \uac15\uc218\ub7c9 \uc815\ubcf4\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#load Kendall library and PrecipGL dataset<\/span>\nlibrary(Kendall)\ndata(PrecipGL)\n\n<span style=\"color: #008080;\">#view dataset<\/span>\nPrecipGL\n\nTime Series:\nStart = 1900 \nEnd = 1986 \nFrequency = 1 \n[1] 31.69 29.77 31.70 33.06 31.31 32.72 31.18 29.90 29.17 31.48 28.11 32.61\n[13] 31.31 30.96 28.40 30.68 33.67 28.65 30.62 30.21 28.79 30.92 30.92 28.13\n[25] 30.51 27.63 34.80 32.10 33.86 32.33 25.69 30.60 32.85 30.31 27.71 30.34\n[37] 29.14 33.41 33.51 29.90 32.69 32.34 35.01 33.05 31.15 36.36 29.83 33.70\n[49] 29.81 32.41 35.90 37.45 30.39 31.15 35.75 31.14 30.06 32.40 28.44 36.38\n[61] 31.73 31.27 28.51 26.01 31.27 35.57 30.85 33.35 35.82 31.78 34.25 31.43\n[73] 35.97 33.87 28.94 34.62 31.06 38.84 32.25 35.86 32.93 32.69 34.39 33.97\n[85] 32.15 40.16 36.32\nattr(,\"title\")\n[1] Annual precipitation, 1900-1986, Entire Great Lakes\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc788\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Perform the Mann-Kendall Trend Test<\/span>\nMannKendall(PrecipGL)\n\ntau = 0.265, 2-sided pvalue = 0.00029206\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uac80\uc815 \ud1b5\uacc4\ub7c9\uc740 <strong>0.265<\/strong> \uc774\uace0 \ud574\ub2f9 \uc591\uce21 p-\uac12\uc740 <strong>0.00029206<\/strong> \uc785\ub2c8\ub2e4. \uc774 p-\uac12\uc740 0.05\ubcf4\ub2e4 \uc791\uc73c\ubbc0\ub85c \uac80\uc815\uc758 \uadc0\ubb34 \uac00\uc124\uc744 \uae30\uac01\ud558\uace0 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud55c\ub2e4\ub294 \uacb0\ub860\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\ucd94\uc138\ub97c \uc2dc\uac01\ud654\ud558\uae30 \uc704\ud574 \uc5f0\uac04 \uac15\uc218\ub7c9\uc5d0 \ub300\ud55c \uc2dc\uac04 \ud50c\ub86f\uc744 \ub9cc\ub4e4\uace0 \ucd94\uc138\ub97c \ub098\ud0c0\ub0b4\ub294 \ub9e4\ub044\ub7ec\uc6b4 \uc120\uc744 \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/span> <\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Plot the time series data<\/span>\nplot(PrecipGL)\n\n<span style=\"color: #008080;\">#Add a smooth line to visualize the trend<\/span> \nlines(lowess(time(PrecipGL),PrecipGL), col='blue')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-6485 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/mannkendall1.png\" alt=\"\ubd80\ub4dc\ub7ec\uc6b4 \uc120\uc774 \uc788\ub294 \uc2dc\uacc4\uc5f4 \ucc28\ud2b8\" width=\"414\" height=\"380\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>SeasonalMannKendall(x)<\/strong> \uba85\ub839\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \uacc4\uc808\uc131\uc744 \uc124\uba85\ud558\uae30 \uc704\ud574 \uacc4\uc808\uc801\uc73c\ub85c \uc870\uc815\ub41c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/span><\/p>\n<pre style=\"background-color: #e5e5e5; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#Perform a seasonally-adjusted Mann-Kendall Trend Test<\/span>\nSeasonalMannKendall(PrecipGL)\n\ntau = 0.265, 2-sided pvalue = 0.00028797\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\uac80\uc815 \ud1b5\uacc4\ub7c9\uc740 <strong>0.265<\/strong> \uc774\uace0 \ud574\ub2f9 \uc591\uce21 p-\uac12\uc740 <strong>0.00028797<\/strong> \uc785\ub2c8\ub2e4. \uc774 p-\uac12\uc740 0.05\ubcf4\ub2e4 \uc791\uc73c\ubbc0\ub85c \uac80\uc815\uc758 \uadc0\ubb34 \uac00\uc124\uc744 \uae30\uac01\ud558\uace0 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud55c\ub2e4\ub294 \uacb0\ub860\uc744 \ub0b4\ub9bd\ub2c8\ub2e4.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc788\ub294\uc9c0 \uc5ec\ubd80\ub97c \ud655\uc778\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub294 \ube44\ubaa8\uc218\uc801 \ud14c\uc2a4\ud2b8\uc785\ub2c8\ub2e4. \uc989, \ub370\uc774\ud130\uc758 \uc815\uaddc\uc131\uc5d0 \ub300\ud55c \uae30\ubcf8 \uac00\uc815\uc774 \uc774\ub8e8\uc5b4\uc9c0\uc9c0 \uc54a\uc74c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ud14c\uc2a4\ud2b8 \uac00\uc124\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. H 0 (\uadc0\ubb34\uac00\uc124): \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. HA (\ub300\ub9bd\uac00\uc124): \ub370\uc774\ud130\uc5d0 \ucd94\uc138\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. (\uc774\uac83\uc740 \uae0d\uc815\uc801\uc77c \uc218\ub3c4 \uc788\uace0 \ubd80\uc815\uc801\uc778 \ucd94\uc138\uc77c \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4) \uac80\uc815\uc758 p-\uac12\uc774 \ud2b9\uc815 \uc720\uc758 \uc218\uc900(\uc77c\ubc18\uc801\uc73c\ub85c \uc120\ud0dd\ub418\ub294 \uac12\uc740 0.10, 0.05, [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[20],"tags":[],"class_list":["post-671","post","type-post","status-publish","format-standard","hentry","category-20"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - Statorials<\/title>\n<meta name=\"description\" content=\"\ub2e8\uacc4\ubcc4 \uc608\uc81c\ub97c \ud3ec\ud568\ud558\uc5ec R\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc124\uba85\uc785\ub2c8\ub2e4.\" \/>\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\/ko\/\u1106\u1161\u11ab-\u110f\u1166\u11ab\u1103\u1161\u11af-\u110e\u116e\u1109\u1166-\u1110\u1166\u1109\u1173\u1110\u1173-r\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\uc5d0\uc11c Mann-Kendall \ucd94\uc138 \ud14c\uc2a4\ud2b8\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95 - 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