{"id":2031,"date":"2019-10-21T13:12:03","date_gmt":"2019-10-21T04:12:03","guid":{"rendered":"http:\/\/141.164.34.82\/?p=2031"},"modified":"2019-10-23T13:47:07","modified_gmt":"2019-10-23T04:47:07","slug":"visualization-of-regression-models","status":"publish","type":"post","link":"http:\/\/ds.sumeun.org\/?p=2031","title":{"rendered":"visualization of regression models"},"content":{"rendered":"<h2>\ud68c\uadc0\ubaa8\ud615<\/h2>\n<p>\uc0ac\uc2e4 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 <strong>\ud68c\uadc0<\/strong>\ubaa8\ud615\uc774\ub77c\uace0 \ud558\uba74 \uc120\ud615\ud68c\uadc0\ub97c \uc0dd\uac01\ud558\uc9c0\ub9cc, \ud68c\uadc0 \ubaa8\ud615\uc740 \uacb0\uacfc \ubcc0\uc218\uac00 \uc5f0\uc18d\ud615\uc778 \uacbd\uc6b0\uc5d0 \uc4f0\uc774\ub294 \uc77c\ubc18(?) \uba85\uc0ac\uc774\ub2e4. (\ubcf4\ud1b5 \uc608\uce21 \ubaa8\ud615\uc744 <strong>\ud68c\uadc0<\/strong>\uc640 <strong>\ubd84\ub958<\/strong>\ub85c \ub098\ub204\uc9c0 \uc54a\ub294\uac00?)<\/p>\n<p>\ud68c\uadc0\ubaa8\ud615\uc740 \uc120\ud615\ud68c\uadc0\ubaa8\ud615\ucc98\ub7fc \ube44\uad50\uc801 \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ubaa8\ud615\ubd80\ud130 \uc778\uacf5\uc2e0\uacbd\ub9dd\ucc98\ub7fc \ud754\ud788 Black-Box \ubaa8\ud615\uc774\ub77c\uace0 \ubd88\ub9ac\ub294 \ubcf5\uc7a1\ud55c \ubaa8\ud615\uae4c\uc9c0 \ubaa8\ub450 \ud3ec\ud568\ub41c\ub2e4.<\/p>\n<h2><code>visreg<\/code> : <strong>vis<\/strong>ualization of <strong>reg<\/strong>ression models<\/h2>\n<p>\ub370\uc774\ud130\uc5d0 \uc801\ud569\ub41c \ud68c\uadc0 \ubaa8\ud615\uc744 \uc880 \ub354 \uc774\ud574\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc5ec\ub7ec \ubc29\ubc95\uc5d0 \ub300\ud574 \uc774\ubbf8 \uba87 \uac00\uc9c0 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uc558\ub2e4. \uac01 \ud328\ud0a4\uc9c0\ub4e4\uc740 \ub098\ub984\uc758 \uc7a5\uc810\uacfc \ub2e8\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc5c8\ub2e4(\uc608. \uc18d\ub3c4\uc758 \ucc28\uc774, \uc794\ucc28\ub97c \uadf8\ub824\uc8fc\ub294\uac00? \ub4f1)<\/p>\n<p><code>visreg<\/code>\ub294 \uc55e\uc11c \uc18c\uac1c\ud55c \ud328\ud0a4\uc9c0\uc640 \ub2a5\ud788 \uacac\uc904\ub9cc\ud55c \ud328\ud0a4\uc9c0\ub85c \ub2e4\uc591\ud55c \ubaa8\ud615\uc5d0 \ub300\ud574 \uc2dc\uac01\ud654\ub97c \ub3c4\uc640 \uc900\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uc608\uce21 \ud568\uc218\ub97c \uadf8\ub824\ubcf4\uace0, \uc794\ucc28\ub3c4 \uadf8\ub824\ubcf4\uace0, \uc870\uac74\ubd80 \uadf8\ub9bc\ub3c4 \uadf8\ub824\ubcfc \uc218 \uc788\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130<\/h3>\n<p>\uc55e\uc5d0\uc11c \uc18c\uac1c\ud588\ub358 \uc778\uacf5 \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \ud65c\uc6a9\ud574\ubcf4\uc790.<\/p>\n<ul>\n<li><a href=\"http:\/\/141.164.34.82\/?p=1954\">BLACK BOX \ubaa8\ud615\uc744 \uc0b4\ud3b4\ubcf4\uae30: \ubaa8\ud615\uc758 \uc608\uce21, \uacfc\uc801\ud569, \uc794\ucc28 01<\/a><\/li>\n<li><a href=\"http:\/\/141.164.34.82\/?p=1961\">BLACK BOX \ubaa8\ud615 \uc0b4\ud3b4\ubcf4\uae30: \ubaa8\ud615\uc758 \uc608\uce21, \uc794\ucc28 02<\/a><\/li>\n<\/ul>\n<pre><code class=\"r\">library(dplyr)\r\nlibrary(ggplot2)\r\n\r\nTURE &lt;- TRUE\r\n\r\ngenData = function(N=1000, iseed=100) {\r\n  set.seed(iseed)\r\n  sdErr = 1\r\n\r\n  x1 &lt;- runif(N, -3, 3)\r\n  x11 &lt;- x1^2 \r\n\r\n  x2 &lt;- runif(N, -3, 3)\r\n  x3 &lt;- sample(c(-1, 1), N, replace=TRUE)\r\n\r\n  ncolMatX &lt;- 5\r\n  ncolMatX2 &lt;- 2\r\n\r\n  require(mvtnorm)\r\n  sigma &lt;- matrix(\r\n    rep(0.97, ncolMatX*ncolMatX),\r\n    ncolMatX, ncolMatX)\r\n  diag(sigma) = 1\r\n\r\n  matX &lt;- rmvnorm(N, mean=rep(0,ncolMatX), sigma=sigma)\r\n  x40 &lt;- apply(matX, 1, mean)\/ncolMatX\r\n  colnames(matX) &lt;- paste0(&#39;x&#39;, 4:(ncolMatX+3))\r\n\r\n  matX2 &lt;- rmvnorm(N, mean=rep(0,ncolMatX2), sigma=diag(ncolMatX2))\r\n  colnames(matX2) &lt;- paste0(&#39;x&#39;, (ncolMatX+4):(ncolMatX+ncolMatX2+3))\r\n\r\n  y &lt;- x11 + x2\/(abs(x1)+0.1) + (x2 &lt; 0)*x40 + (x2&lt;1)*x3 * x40 + rnorm(N, 0, sdErr)\r\n\r\n  return(data.frame(y, x1, x2, x3, matX, matX2))\r\n}\r\n\r\ndat &lt;- genData()\r\n<\/code><\/pre>\n<h3>\ubaa8\ud615 \uc801\ud569<\/h3>\n<pre><code class=\"r\">fitLM &lt;- lm(y ~ ., data=dat) ## linear model\r\n\r\nlibrary(randomForest)\r\nfitRF &lt;- randomForest(y ~ ., data = dat, importance = TRUE)\r\n\r\nlibrary(gbm) # install.packages(&#39;gbm&#39;)\r\nfitGBM &lt;- gbm(y ~ ., data=dat, dist=&quot;gaussian&quot;, inter=2, n.trees=1000)\r\n\r\nlibrary(gam) ## gam # install.packages(&#39;gam&#39;)\r\nfitGAM &lt;- gam(y ~ s(x1)+s(x2)+x3+s(x4)+s(x5)+s(x6)+s(x7)+s(x8)+s(x9)+s(x10),\r\n              data=dat) # x3 is a categorical variable\r\n\r\nlibrary(e1071)\r\nfitSVM &lt;- svm(y ~ ., data=dat)\r\n\r\nlibrary(nnet) ## nnet\r\nset.seed(4)\r\nfitNN10 &lt;- nnet(y ~ ., data=dat,\r\n                linout=TRUE, size=10, decay=0.01, maxit=1000, \r\n                trace=FALSE)\r\n#fitNN20 &lt;- nnet(y ~ ., linout=TRUE, size=20, data=dat)\r\nfitNN40 &lt;- nnet(y ~ ., linout=TRUE, size=40, data=dat, maxit=1000, trace=FALSE)\r\n<\/code><\/pre>\n<h3>\uc608\uce21 \ud568\uc218\uc640 \uc794\ucc28<\/h3>\n<pre><code class=\"r\">library(visreg)\r\nvisreg(fitRF, &quot;x1&quot;, main=&#39;fitRF w.r.t x1&#39;)\r\nvisreg(fitRF, &quot;x2&quot;, main=&#39;fitRF w.r.t x2&#39;)\r\n\r\nvisreg(fitGBM, &quot;x1&quot;, main=&#39;fitGBM wrt x1&#39;)\r\n<\/code><\/pre>\n<pre>## Warning in plot.visreg(v, ...): The generic function residuals() is not set\r\n## up for this type of model object. To plot partial residuals, you will need\r\n## to define your own residuals.gbm() function.\r\n<\/pre>\n<pre><code class=\"r\">visreg(fitGBM, &quot;x2&quot;, main=&#39;fitGBM wrt x2&#39;)\r\n<\/code><\/pre>\n<pre>## Warning in plot.visreg(v, ...): The generic function residuals() is not set\r\n## up for this type of model object. To plot partial residuals, you will need\r\n## to define your own residuals.gbm() function.\r\n<\/pre>\n<pre><code class=\"r\">visreg(fitGAM, &quot;x1&quot;, main=&#39;fitGAM wrt x1&#39;)\r\nvisreg(fitGAM, &quot;x2&quot;, main=&#39;fitGAM wrt x2&#39;)\r\n\r\nvisreg(fitSVM, &quot;x1&quot;, main=&#39;fitSVM wrt x1&#39;)\r\nvisreg(fitSVM, &quot;x2&quot;, main=&#39;fitSVM wrt x2&#39;)\r\n\r\nvisreg(fitNN10, &quot;x1&quot;, main=&#39;fitNN10 wrt x1&#39;)\r\nvisreg(fitNN10, &quot;x2&quot;, main=&#39;fitNN10 wrt x2&#39;)\r\n\r\nvisreg(fitNN40, &quot;x1&quot;, main=&#39;fitNN40 wrt x1&#39;)\r\nvisreg(fitNN40, &quot;x2&quot;, main=&#39;fitNN40 wrt x2&#39;)\r\n<\/code><\/pre>\n<p><img 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title=\"plot of chunk unnamed-chunk-3\" alt=\"plot of chunk unnamed-chunk-3\" width=\"48%\" \/><img 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title=\"plot of chunk unnamed-chunk-3\" alt=\"plot of chunk unnamed-chunk-3\" width=\"48%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-3\" alt=\"plot of chunk unnamed-chunk-3\" width=\"48%\" \/><\/p>\n<p>\uc5ec\uae30\uc11c \uac01 \uc810\ub4e4\uc740 \uc608\uce21\uac12\uc774 \uc544\ub2c8\ub77c <strong>\uc794\ucc28<\/strong>\ub97c \uc2dc\uac01\ud654\ud558\uc600\uc74c\uc5d0 \uc720\uc758\ud558\uc790. \ubaa8\ud615\uc5d0 \ub530\ub77c \uc794\ucc28\uac00 \uc5b4\ub5bb\uac8c \ub2ec\ub77c\uc9c0\ub294\uc9c0 \ud655\uc778\ud574 \uc0b4\ud3b4\ubcf4\uc790. \uc608\uce21 \ud568\uc218\uac00 \uad6c\ubd88\uad6c\ubd88\ud560 \uc218\ub85d \uc794\ucc28\uac00 \uc791\uc544\uc9c0\ub294 \uacbd\ud5a5\uc774 \uc788\ub2e4.<\/p>\n<p><code>gbm<\/code> \ucc98\ub7fc <code>predict<\/code> \ub610\ub294 <code>residual<\/code> \ud568\uc218\ub97c \uc9c0\uc6d0\ud558\uc9c0 \uc54a\ub294 \uacbd\uc6b0\uc5d0\ub294 \uac04\ub2e8\ud558\uac8c \ub9cc\ub4e4\uc5b4 \uc904 \uc218 \uc788\ub2e4.<\/p>\n<pre><code class=\"r\">residuals.gbm &lt;- function(fit) {fit$data$y - fit$fit}\r\n# https:\/\/pbreheny.github.io\/visreg\/blackbox.html\r\nvisreg(fitGBM, &quot;x1&quot;)\r\n<\/code><\/pre>\n<pre>## Warning in plot.visreg(v, ...): The generic function residuals() is not set\r\n## up for this type of model object. To plot partial residuals, you will need\r\n## to define your own residuals.gbm() function.\r\n<\/pre>\n<pre><code class=\"r\">visreg(fitGBM, &quot;x2&quot;)\r\n<\/code><\/pre>\n<pre>## Warning in plot.visreg(v, ...): The generic function residuals() is not set\r\n## up for this type of model object. To plot partial residuals, you will need\r\n## to define your own residuals.gbm() function.\r\n<\/pre>\n<p><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-4\" alt=\"plot of chunk unnamed-chunk-4\" width=\"48%\" \/><img src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAfgAAAH4CAMAAACR9g9NAAAAe1BMVEUAAAAAADoAAGYAOjoAOpAAZrYAjf86AAA6ADo6AGY6OmY6OpA6kNtmAABmADpmAGZmOgBmOpBmZmZmZrZmtv+QOgCQOjqQOmaQZgCQtpCQ29uQ2\/+2ZgC2Zma2kDq2\/7a2\/\/\/bkDrb\/9vb\/\/\/\/tmb\/25D\/\/7b\/\/9v\/\/\/\/snbGCAAAACXBIWXMAAAsSAAALEgHS3X78AAAM4UlEQVR4nO3dbUOjSBpGYezV2D1qO7OjvTtjdseMIeH\/\/8JpyIsESAJVD1QV9zlfbLUhJJe8BkhWkGRZ6AmgMAEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS+aD3xGMTcivMewNHbAiwa8aN7w+bf3otg8Zbcfw4elcPnCr7Mv78X29aVY3Q0elgLmCb+8+ePnHL95ft\/N+YOGpZCZLOrzh49i8\/3tMEy\/HQYKmgn8+rYO339YCtcIc3z\/YSlcJvCs49PLBH77+shWfWKxH6\/Qouz0Rxy5E2ixaMsDL1CHO\/AKtdQL4CUCXjTgRQNeNOBFA1404DVr78QXwCvU5Q68QMCLBrxowIsGvGjAiwa8aMCLBrxowIsGvGjAiwa8aMCLBrxowIsGvFwVeOcJOMDPuZ14pzvwcw540YAXDXjRgBcNeM32t0MAXi3gRQNeNOBFmwA+vy\/vXu42LI3V+PDlfWxXrTscAh+u47sz48JXNzF+bs7ywAfruAM\/6RzP\/eqDNxU897IN3SntYir4\/OtbsW5t3QE\/WQ3bT\/GR4fmEisBdgO+4jW0Vc\/wcauA24bsGsVnHr7PspjnDAz9dnfAXZ3iO3M2iU93FEb7zhuW7gJ9BC+A1A160Bm9t5Q78rDvlrYsDP+ta8AXwEgEvGvCinR6nAV6mw87b4ZtP+K7PmNwFfPotmvCHHwI\/7w7Cte+AV+gEfgG8TEfh4zdF8yycdsCn35G4qL1PB\/z8a8Affwj8zKvN64su+M6BgE+\/+uZc4wAe8HOuvloHXqfW4v34TfNH9YBPvhPt+s9bv60HfPKdo738W+CTD3jRgBcNeNEuwxdnfgl88l2BPxPwyQe8ZmcP0VwO+NRzcwc++YAXDXjRgBcNeNGAFw140YAXDXjNHA\/cAZ96ju5G8NtXbnAYqLDwy5fqfrZOw5JXQeHbH1LQf1jyKyh8\/vDf2qKeDyqYsrDw9y\/Vx5O4DEt+BZ7juV99qMKu438DPlTBt+pZ1IcpLPzmiQ8cDFRYePNhqWeuR2yBTzxXd+ATD3jRgBcNeNGAFw140YAXDXjRgBcNeM2cj9gCn3bO7sCnHfCiAa\/Y6d2qBwZ8si2Al2wBvGaL+qcMDg\/4RPOY2auATzNfd+ATzdcd+ERqOHvP8MAnUXPz3d8d+IhbNDr5he\/IgY+1JvvnJ4ZauAMfX23x48eE27kDH1udy\/bGzw3cgY+ts7pm5LuAj6yzuLbuwMfWeV1Td+Bj6wKvpTvwkWW7PL8Q8HE1lTvwkQW8aMCLBrxowIuWHPz29cV5WPosOfhVBrxBk+3GW8Hnv\/wKvEGTuRvBb3\/8+bmo53717qUGv3pkHW9SYvD5wwfwJiUGv6qW7I9Ow1K9xOALdueMAl609OCNhxVtut144KNqOnfgowp40YAXDXjRgBcNeNGA12zC3Xjgo8nv7mWDAz6S7C6A7hfwcWR45Xu\/gI8j4EXb3+lkugcEPoomndmrgI+iyd17wq+rc6tap1p4jZpqxQm\/zu7KL9vXYfTA9276JX0f+M1vH4dv\/\/duN2r6bHp31vFRFCl8fp\/dvP2c85+HzO\/A9y\/Akr4PfHkC7fb1EfjRCuDeax1fgS\/vgB+rSOH3p8yv\/vUN+FEKsaTvtY7fPFVXR62+AD9GQdzZqg9fEHfggxdmhu8HvzuEs\/0Pi3rjpn4vtla\/OT6\/vyuW5b684agppHvvRf166Fs0wF8voDtzfMDCqRes40MW0r3Xkbvfj9\/y7pxlscPzfvw4BV3ScwZOuIK693+TxnzU8iUA\/5cTPfAXC7uk77WoX+5vUcqbNCaZfmCkc\/1255jj7bL9pFDnbN6kye87Nv2A7yoSdxv4zfe3Iv\/aPLAHfFehwQ+ZwK\/L\/fxlc5YHvqtZwZeVc\/1+GO5Xf77gi\/hDVvDlabiuwyoVi7sV\/P60PKdhlYpmhjfbqu84nAt8u2jcbeA73YEvTnbeqpl9ZvCrzvdwgF90FXqi9nGW7Wh1ssfiDvxYdTlH5A68a93zc6Szd0fAu5U4O\/COpc4OvFsJwF4LeIdm4A68Q3NwB96hObgD7xDw4w0bdcCPN2zMzWIVD\/zwZuEO\/PCA9xt1sgHvN+pkA95v1Kk2j2074Ac3D3fgBwe856hTDXjPUaca8J6jTjXgPUedaDPZqAd+aDNxB35IaZxN1y\/g+5fIaZT9Ar53s3IHvkfJnDI9JODPlOCp8oMCvlmyl0gMC\/hGsxffB\/xp89auBfwxEfF9wB\/Scgf+kJg78PuUzKuA36XmDvwuuRke+Co9dyP4zVN2++E4bAzpudvAb19fitWd27AxJDjD28CXH12Sf3t3GjaCFN1t4POHj4TvVy\/pbgO\/vq3DDxs2eJruY8zxw4YNnqY763jgXX69r\/xcklS36kWX9OzHi7pz5A54l1+PNuxkqS7pgRd1Bx54l1+PNuxUyS7pgRd1l4JvnVUndZJdIyF4gctjBqQOH3qigqUFv\/8CuyI8VenAi8\/hzaTgQ09CTAEvGvCiAS8a8KIBLxrwogEvmgw8x29OU4IPPQlRBbxowIsGvGjAiwa8aMCLBrxoKvAcv2k0Y\/jmKfThpiTG5grfPI0W+EYzhW+dQA18o3nC79E\/5VnFN0sX\/sJ1EcefHfmBb5YqfPeFcK2\/Ba6aOVea8NfYF63\/Od60JFrC8KffdbuzVXeuZOHHG7lGwItmA5\/fZ9mL47AOsdL2zwS+vIFx\/nW6mxjj7p8J\/Lq8j+2yOcsDH3Nm6\/gpP6gAeP+s4MsbWLsOOzjg\/fOGX2bZXXn76pY78FFntVXf2qYfEZ6NeoNM4DvdR4Ufa9Q6mcCvqm25ybbqgTcoxSN3wBsEvGjAi5YgPBv1FqUJP9KYlQJeNOBFA1404EVLD56NepOShB9nxFoBL1ps8NevfgDepMjge1z3ArxJccH3uNCNbTubooMvrszTuNsUKfzuy\/n\/Qr5FBX9YjFdfzizTgbcpCvjF4nQZf+miduBtigH+iHxEPS\/Ptp1REcB3XNn++YfQVMbdqDjgi+P9ik5+1iEPvFGRwheL+u9a\/5m8Cw9f25TvXKVf+QG5FQV84x9dvyx2CwG27ayKCL64vPN2ut1PngWH731kvvon8FZNB9+xDu8xD5\/Cs6Q3azL4DrY+83D7mI7HFNFnE8\/xzXsPXqUEfqSmXcd3wl8cyck2P+52TQ4\/8Dazpzt7wJs18VZ967DsNcnGXj7uVk29O9c+Hn+5i4d3yL0A8LX9s+sjOf5\/4G2b\/ADOQPjz79ORVwnBe0wKtQJetBDwi9N\/XA74cbKC3772vV\/9wK014MfJCn7V+4MKgI8iI\/j8l1+BTyob+O2PPz8X9VfuVz8c\/vzVFeScDfzqcbR1PAfpx8kbvrxfff7wMRi+9zwM\/CiZzPG7u1c3P6rgPPzVS2Ib\/x94+6bfnSuAj6Ek4DnJ0r4AZ9kOhC+AH6M04NmbMy8B+O6Lq8ivMPADz5sE3r4QV9IMXmkDb18g+IGUwJuXBjxn15oXDt5jzORf8KtlKUzAiwa8aMCLBrxowIsGvGjAiwa8aMCLBrxowIs2JjzF3HjwtmMKPXzwCZh2eOCjmQDgwwwffAKADzN88AkAPszwwScA+DDDB58A4MMMH3wCUoWnpAJeNOBFA1404EUDXjTgRQNeNOBFA140M\/h1ln159xg+v8\/a98ceNoZvHo+\/ecpuP8I9vPfTH\/zyW8GXT3t15z785vtbkX9985iCtc8fXnkXP5\/J93x476c\/\/OW3XNT7\/M2vy6leevzNL2\/+8Hj4zfO73yzr9\/D+T78Y+vJbwvvNMrs\/e4984PKHj5APX+X5+MHm+Pz+xm\/Ct6\/NuyQPnACfBc5tcHjPpz\/05beAL29sXn51feV2w2+eXJ\/4\/vHTnuPdn\/5xDIOm33R3zmclld\/7reH8Xnnvdbz\/Vr3v0x\/48lvB+y4rDZ64zytfLmc9N1G84H2f\/vCX32yOX2WZzzp+91EIXs8+5f1476c\/+OXnyJ1owIsGvGjAiwa8aMCLBrxowIsGvGjAiwa8aMCLBrxowIsGvGjAiwa8aMCLBrxowIsG\/DH\/yzZTCvhD\/pdtJhXwP1uWJ9VbXLeYUMAX5XU0fz1XJ8X7XreYUMCXrbLqwjXfyzZTCviy3brd\/7rFhAK+bPnvO5vrFtMJ+KK8SPrvH29a7sAXuxvgrG\/\/73\/ZZkoBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KIBLxrwogEvGvCiAS8a8KL9A5PdYbVXCj3iAAAAAElFTkSuQmCC\" title=\"plot of chunk unnamed-chunk-4\" alt=\"plot of chunk unnamed-chunk-4\" width=\"48%\" \/><\/p>\n<h3>\uc870\uac74\ubd80 \uc608\uce21<\/h3>\n<pre><code class=\"r\">visreg(fitRF, &quot;x1&quot;, by=&#39;x2&#39;)\r\nvisreg(fitRF, &quot;x1&quot;, by=&#39;x3&#39;)\r\nvisreg(fitRF, &quot;x2&quot;, by=&#39;x1&#39;)\r\n\r\nvisreg(fitGBM, &quot;x1&quot;, by=&#39;x2&#39;)\r\n<\/code><\/pre>\n<pre>## Warning in plot.visreg(v, ...): The generic function residuals() is not set\r\n## up for this type of model object. To plot partial residuals, you will need\r\n## to define your own residuals.gbm() function.\r\n<\/pre>\n<pre><code class=\"r\">visreg(fitGBM, &quot;x1&quot;, by=&#39;x2&#39;)\r\n<\/code><\/pre>\n<pre>## Warning in plot.visreg(v, ...): The generic function residuals() is not set\r\n## up for this type of model object. To plot partial residuals, you will need\r\n## to define your own residuals.gbm() function.\r\n<\/pre>\n<pre><code class=\"r\">visreg(fitGAM, &quot;x1&quot;, by=&#39;x2&#39;)\r\n\r\nvisreg(fitSVM, &quot;x1&quot;, by=&#39;x2&#39;)\r\n\r\nvisreg(fitNN10, &quot;x1&quot;, by=&#39;x2&#39;)\r\n\r\nvisreg(fitNN40, &quot;x1&quot;, by=&#39;x2&#39;)\r\n<\/code><\/pre>\n<p><img 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\" title=\"plot of chunk unnamed-chunk-5\" alt=\"plot of chunk unnamed-chunk-5\" width=\"48%\" \/><img 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\" 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title=\"plot of chunk unnamed-chunk-5\" alt=\"plot of chunk unnamed-chunk-5\" width=\"48%\" \/><img 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\" title=\"plot of chunk unnamed-chunk-5\" alt=\"plot of chunk unnamed-chunk-5\" width=\"48%\" \/><\/p>\n<h3>\ucd94\uac00 \uc0ac\ud56d<\/h3>\n<p><code>rug<\/code>\ub97c \ub123\uc5b4\uc8fc\uac70\ub098, <code>ggplot2<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec \uadf8\ub9bc\uc744 \ucd94\uac00\ud560 \uc218\ub3c4 \uc788\ub2e4. <\/p>\n<pre><code class=\"r\">visreg(fitRF, &#39;x1&#39;, rug=2, main=&#39;fitRF with rug&#39;)\r\nvisreg(fitRF, &#39;x1&#39;, gg=TRUE) + \r\n  labs(title=&#39;fitRF: response and residuals&#39;) +\r\n  geom_smooth(data=dat, aes(x=x1, y=y), col=&#39;green&#39;, alpha=0.4)\r\n<\/code><\/pre>\n<pre>## `geom_smooth()` using method = &#39;gam&#39; and formula &#39;y ~ s(x, bs = &quot;cs&quot;)&#39;\r\n<\/pre>\n<p><img src=\"data:image\/png;base64,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title=\"plot of chunk unnamed-chunk-6\" alt=\"plot of chunk unnamed-chunk-6\" width=\"48%\" \/><img 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\" title=\"plot of chunk unnamed-chunk-6\" alt=\"plot of chunk unnamed-chunk-6\" width=\"48%\" \/><\/p>\n<h3>2d\/3d \uadf8\ub9bc<\/h3>\n<p>\ub450 \ubcc0\uc218\uc5d0 \ub300\ud574 2D\ub85c \uadf8\ub9ac\uac70\ub098,<\/p>\n<pre><code class=\"r\">visreg2d(fitRF, &#39;x1&#39;, &#39;x2&#39;)\r\nvisreg2d(fitGAM, &#39;x1&#39;, &#39;x2&#39;)\r\nvisreg2d(fitNN10, &#39;x1&#39;, &#39;x2&#39;)\r\n<\/code><\/pre>\n<p><img src=\"data:image\/png;base64,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\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title=\"plot of chunk unnamed-chunk-7\" alt=\"plot of chunk unnamed-chunk-7\" width=\"48%\" \/><img 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title=\"plot of chunk unnamed-chunk-7\" alt=\"plot of chunk unnamed-chunk-7\" width=\"48%\" \/><img src=\"data:image\/png;base64,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\" title=\"plot of chunk unnamed-chunk-7\" alt=\"plot of chunk unnamed-chunk-7\" width=\"48%\" \/><\/p>\n<p>3D\ub85c \uadf8\ub9b4 \uc218\ub3c4 \uc788\ub2e4. <\/p>\n<pre><code class=\"r\">visreg2d(fitRF, &quot;x1&quot;, &quot;x2&quot;, plot.type=&quot;rgl&quot;)\r\n<\/code><\/pre>\n<p><img src=\"http:\/\/141.164.34.82\/wp-content\/uploads\/2019\/10\/visreg_visreg2d.png\" alt=\"\"\/><\/p>\n<pre><code class=\"r\">visreg2d(fitRF, &quot;x1&quot;, &quot;x2&quot;, plot.type=&quot;persp&quot;)\r\n<\/code><\/pre>\n<p><img src=\"http:\/\/141.164.34.82\/wp-content\/uploads\/2019\/10\/visreg_visreg2d_persp.png\" alt=\"\"\/><\/p>\n<p><code>plot.type=&#39;persp&#39;<\/code>\uc740 \uc9c0\ub098\uce58\uac8c \uc624\ub798 \uc2dc\uac04\uc774 \uac78\ub9ac\ub294 \uac8c \ud760\uc774\ub2e4.<\/p>\n<h3>\uadf8 \ubc16\uc5d0<\/h3>\n<p>\uadf8 \ubc16\uc5d0\ub3c4 <code>glm, coxph, rlm, locfit, quantreg<\/code> \ub4f1\uc744 \uc9c0\uc6d0\ud55c\ub2e4\uace0 \ud55c\ub2e4.<\/p>\n<ul>\n<li>\ucc38\uace0 : <a href=\"https:\/\/pbreheny.github.io\/visreg\/multi.html\">https:\/\/pbreheny.github.io\/visreg\/multi.html<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud68c\uadc0\ubaa8\ud615 \uc0ac\uc2e4 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc774 \ud68c\uadc0\ubaa8\ud615\uc774\ub77c\uace0 \ud558\uba74 \uc120\ud615\ud68c\uadc0\ub97c \uc0dd\uac01\ud558\uc9c0\ub9cc, \ud68c\uadc0 \ubaa8\ud615\uc740 \uacb0\uacfc \ubcc0\uc218\uac00 \uc5f0\uc18d\ud615\uc778 \uacbd\uc6b0\uc5d0 \uc4f0\uc774\ub294 \uc77c\ubc18(?) \uba85\uc0ac\uc774\ub2e4. (\ubcf4\ud1b5 \uc608\uce21 \ubaa8\ud615\uc744 \ud68c\uadc0\uc640 \ubd84\ub958\ub85c \ub098\ub204\uc9c0 \uc54a\ub294\uac00?) \ud68c\uadc0\ubaa8\ud615\uc740 \uc120\ud615\ud68c\uadc0\ubaa8\ud615\ucc98\ub7fc \ube44\uad50\uc801 \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ubaa8\ud615\ubd80\ud130 \uc778\uacf5\uc2e0\uacbd\ub9dd\ucc98\ub7fc \ud754\ud788 Black-Box \ubaa8\ud615\uc774\ub77c\uace0 \ubd88\ub9ac\ub294 \ubcf5\uc7a1\ud55c \ubaa8\ud615\uae4c\uc9c0 \ubaa8\ub450 \ud3ec\ud568\ub41c\ub2e4. visreg : visualization of regression models \ub370\uc774\ud130\uc5d0 \uc801\ud569\ub41c \ud68c\uadc0 \ubaa8\ud615\uc744 \uc880 \ub354 \uc774\ud574\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ud560 \uc218 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2035,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[371,146,319],"tags":[407,373,368,375,338,369,374],"jetpack_featured_media_url":"http:\/\/ds.sumeun.org\/wp-content\/uploads\/2019\/10\/visreg.png","_links":{"self":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts\/2031"}],"collection":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2031"}],"version-history":[{"count":2,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts\/2031\/revisions"}],"predecessor-version":[{"id":2033,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/posts\/2031\/revisions\/2033"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=\/wp\/v2\/media\/2035"}],"wp:attachment":[{"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2031"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2031"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/ds.sumeun.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2031"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}