{"id":375,"date":"2011-03-15T16:32:29","date_gmt":"2011-03-15T21:32:29","guid":{"rendered":"http:\/\/godismyjudgeok.com\/DStats\/?p=375"},"modified":"2011-03-16T15:51:07","modified_gmt":"2011-03-16T20:51:07","slug":"raising-their-game","status":"publish","type":"post","link":"https:\/\/godismyjudgeok.com\/DStats\/2011\/ncaa-basketball\/raising-their-game\/","title":{"rendered":"Raising Their Game"},"content":{"rendered":"<p>When we get to the NCAA tournament, it seems that inevitably, some teams will raise their game, matching up with the &#8220;better&#8221; teams, suddenly emerging as a top team.\u00a0 Some teams play well when their opponent is better, and let the foot off the gas when playing East Popcorn St.\u00a0 Those teams tend to be penalized in efficiency-based metrics, the ones that mostly played bad teams and didn&#8217;t really care until they played the big boys.<\/p>\n<p>So I&#8217;ll start attacking this by doing a linear regression comparing game difficulty (opponent strength + location) to the fully-adjusted performance the team put in.\u00a0 We&#8217;ll get a slope and an intercept&#8230; but we need more than that; we need to know how significant the results are.<\/p>\n<p>This is where (gasp) the Working-Hotelling Method comes in.<\/p>\n<p>This method allows us to estimate the standard deviation of the result at any point along the line.\u00a0 If we&#8217;re way out past where the team has played any games, we really have very little idea how they&#8217;ll do.\u00a0 If, on the other hand, they&#8217;ve played a lot of games against similar-quality teams, we know fairly well how good they are against such teams.<\/p>\n<p>And, using a little Bayesian magic, we can regress the linear curve derived above to adjust for the error.<\/p>\n<p>Examples:<br \/>\n<div id=\"attachment_379\" style=\"width: 496px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-379\" src=\"http:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame1.png\" alt=\"Duke&#039;s Lowering Game\" title=\"Duke&#039;s Lowering Game\" width=\"486\" height=\"562\" class=\"size-full wp-image-379\" srcset=\"https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame1.png 486w, https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame1-129x150.png 129w, https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame1-259x300.png 259w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/><\/a><p id=\"caption-attachment-379\" class=\"wp-caption-text\">Duke&#039;s Lowering Game<\/p><\/div><\/p>\n<div id=\"attachment_380\" style=\"width: 501px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-380\" class=\"size-full wp-image-380\" title=\"Hampton's Raising Game\" src=\"http:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame2.png\" alt=\"\" width=\"491\" height=\"533\" srcset=\"https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame2.png 491w, https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame2-138x150.png 138w, https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame2-276x300.png 276w\" sizes=\"(max-width: 491px) 100vw, 491px\" \/><\/a><p id=\"caption-attachment-380\" class=\"wp-caption-text\">Hampton&#39;s Raising Game<\/p><\/div>\n<div id=\"attachment_381\" style=\"width: 456px\" class=\"wp-caption aligncenter\"><a href=\"http:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame3.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-381\" class=\"size-full wp-image-381\" title=\"Regression of Linear Model\" src=\"http:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame3.png\" alt=\"\" width=\"446\" height=\"457\" srcset=\"https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame3.png 446w, https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame3-146x150.png 146w, https:\/\/godismyjudgeok.com\/DStats\/wp-content\/uploads\/2011\/03\/RaisingGame3-292x300.png 292w\" sizes=\"(max-width: 446px) 100vw, 446px\" \/><\/a><p id=\"caption-attachment-381\" class=\"wp-caption-text\">Regression of Linear Model<\/p><\/div>\n<p>More on this another time.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>When we get to the NCAA tournament, it seems that inevitably, some teams will raise their game, matching up with the &#8220;better&#8221; teams, suddenly emerging as a top team.\u00a0 Some teams play well when their opponent is better, and let the foot off the gas when playing East Popcorn St.\u00a0 Those teams tend to be &#8230; <span class=\"more\"><a class=\"more-link\" href=\"https:\/\/godismyjudgeok.com\/DStats\/2011\/ncaa-basketball\/raising-their-game\/\">[Read more&#8230;]<\/a><\/span><\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ngg_post_thumbnail":0,"footnotes":""},"categories":[19],"tags":[21,55,33,23,22,24],"_links":{"self":[{"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/posts\/375"}],"collection":[{"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/comments?post=375"}],"version-history":[{"count":7,"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/posts\/375\/revisions"}],"predecessor-version":[{"id":405,"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/posts\/375\/revisions\/405"}],"wp:attachment":[{"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/media?parent=375"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/categories?post=375"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/godismyjudgeok.com\/DStats\/wp-json\/wp\/v2\/tags?post=375"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}