{"id":10927,"date":"2022-09-25T12:24:30","date_gmt":"2022-09-25T06:54:30","guid":{"rendered":"http:\/\/jassweb.com\/solved\/solved-what-is-the-big-o-complexity-for-this-division-algorithm\/"},"modified":"2022-09-25T12:24:30","modified_gmt":"2022-09-25T06:54:30","slug":"solved-what-is-the-big-o-complexity-for-this-division-algorithm","status":"publish","type":"post","link":"https:\/\/jassweb.com\/solved\/solved-what-is-the-big-o-complexity-for-this-division-algorithm\/","title":{"rendered":"[Solved] What is the Big O complexity for this division algorithm"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div id=\"answer-69270487\" class=\"answer js-answer accepted-answer js-accepted-answer\" data-answerid=\"69270487\" data-parentid=\"69270022\" data-score=\"1\" data-position-on-page=\"1\" data-highest-scored=\"1\" data-question-has-accepted-highest-score=\"1\" itemprop=\"acceptedAnswer\" itemscope itemtype=\"https:\/\/schema.org\/Answer\">\n<div class=\"post-layout\">\n<div class=\"votecell post-layout--left\"><\/div>\n<div class=\"answercell post-layout--right\">\n<div class=\"s-prose js-post-body\" itemprop=\"text\">\n<p>The number of iterations of the while-loop is exactly <code>floor(x\/y)<\/code>. Each iteration takes <code>n<\/code> operations, because that is the complexity of the subtraction <code>r - y<\/code>.<\/p>\n<p>Hence the complexity of the algorithm is <code>n * floor(x\/y)<\/code>. However, we want to express the complexity as a function of <code>n<\/code>, not as a function of <code>x<\/code> and <code>y<\/code>.<\/p>\n<p>Thus the question becomes: how does <code>floor(x\/y)<\/code> relate to <code>n<\/code>, in the worst case?<\/p>\n<p>The biggest value that can be obtained for <code>x\/y<\/code> when <code>x<\/code> and <code>y<\/code> are two nonnegative <code>n<\/code>-digits numbers, and <code>y &gt;= 1<\/code>, is obtained by taking the biggest possible value for x, and the smallest possible value for y.<\/p>\n<ul>\n<li>The biggest possible value for <code>x<\/code> is <code>x = 2**n - 1<\/code> (all bits of <code>x<\/code> are 1 in its binary representation);<\/li>\n<li>The smallest possible value for <code>y<\/code> is <code>y = 1<\/code>.<\/li>\n<\/ul>\n<p>Hence the biggest possible value for x\/y is <code>x\/y = 2**n - 1<\/code>.<\/p>\n<p>The time-complexity of your division algorithm is <code>O(n * 2**n)<\/code>, and this upper-bound is achieved when <code>x = 2**n - 1<\/code> and <code>y = 1<\/code>.<\/p>\n<\/p><\/div>\n<div class=\"mt24\"><\/div>\n<\/div>\n<p>            <span class=\"d-none\" itemprop=\"commentCount\">2<\/span> <\/p><\/div>\n<\/div>\n<p>[ad_2]<\/p>\n<p>solved What is the Big O complexity for this division algorithm <\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] The number of iterations of the while-loop is exactly floor(x\/y). Each iteration takes n operations, because that is the complexity of the subtraction r &#8211; y. Hence the complexity of the algorithm is n * floor(x\/y). However, we want to express the complexity as a function of n, not as a function of x &#8230; <a title=\"[Solved] What is the Big O complexity for this division algorithm\" class=\"read-more\" href=\"https:\/\/jassweb.com\/solved\/solved-what-is-the-big-o-complexity-for-this-division-algorithm\/\" aria-label=\"More on [Solved] What is the Big O complexity for this division algorithm\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[320],"tags":[457,481,612,1238],"class_list":["post-10927","post","type-post","status-publish","format-standard","hentry","category-solved","tag-algorithm","tag-analysis","tag-big-o","tag-time-complexity"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>[Solved] What is the Big O complexity for this division algorithm - JassWeb<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/jassweb.com\/solved\/solved-what-is-the-big-o-complexity-for-this-division-algorithm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[Solved] What is the Big O complexity for this division algorithm - JassWeb\" \/>\n<meta property=\"og:description\" content=\"[ad_1] The number of iterations of the while-loop is exactly floor(x\/y). 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