{"id":17706,"date":"2022-10-26T17:51:29","date_gmt":"2022-10-26T12:21:29","guid":{"rendered":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/"},"modified":"2022-10-26T17:51:29","modified_gmt":"2022-10-26T12:21:29","slug":"solved-java-traveling-salesman-found-polynomial-algorithm","status":"publish","type":"post","link":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/","title":{"rendered":"[Solved] Java: Traveling Salesman &#8211; Found polynomial algorithm"},"content":{"rendered":"<p> [ad_1]<br \/>\n<\/p>\n<div id=\"answer-19469990\" class=\"answer js-answer accepted-answer js-accepted-answer\" data-answerid=\"19469990\" data-parentid=\"19312677\" data-score=\"11\" data-position-on-page=\"2\" data-highest-scored=\"0\" data-question-has-accepted-highest-score=\"0\" itemprop=\"suggestedAnswer\" 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>I&#8217;ll try to break this down to essentials. But first let me commend you for tackling a problem that&#8217;s &#8220;known&#8221; to be enormously hard. No progress can be made without risk taking.<\/p>\n<p>You are approaching TSP in terms of a recursive expression for S(a, b, I), the length of a shortest path from city a to city b, a \\ne b, passing through each city in the unordered set I exactly once.  <\/p>\n<p>With S in hand, the TSP is easy to solve.  For the set of cities C, find<\/p>\n<pre><code>min( D(b, a) + S(a, b, C\\a\\b) ) over all pairs a, b drawn from C where a \\ne b\n<\/code><\/pre>\n<p>Here D(x, y) = D(y, x) is the distance from city x to y and C\\a\\b is C with a and b removed.<\/p>\n<p>The recursive expression you propose for S is<\/p>\n<pre><code>S(a, b, I) = min( D(a, p) + S(p, q, I\\p\\q) + D(q, b) ) \n               over all pairs p, q drawn from I where p \\ne q ,  \n<\/code><\/pre>\n<p>The base cases are where I has zero or one element(s).  These are pretty obvious.<\/p>\n<p>You are proposing to cache values of S(a, b, I) so that no such computation is ever repeated.  (This is called memoizing by the way.)  <\/p>\n<p>So what is the cost of this computation, or equivalently the size of the cache?  We can write a recurrence for it, where the parameter n = |I| is the number of cities in the intermediate set:<\/p>\n<pre><code>C(n) = M(n, 2) C(n - 2) = ( n(n-1)\/2 )  C(n - 2)\nC(0) = C(1) = 1\n<\/code><\/pre>\n<p>Here M(n, m) is the combination of n things taken m at a time, n! \/ (m! (n-m)!)<\/p>\n<p>We can solve this.  For even n:<\/p>\n<pre><code>C(n) = n! \/  2^(n\/2)\n<\/code><\/pre>\n<p>I&#8217;ll let you work out the odd case.  <\/p>\n<p>For the tour among m cities, we&#8217;d need to repeat this for all city pairs and corresponding intermediate sets:<\/p>\n<pre><code>(m(m-1)\/2) C(m-2) = m! \/ 2^(m\/2-2)\n<\/code><\/pre>\n<p>So your method does avoid an exponential amount of work with respect to the na\u00efve algorithm of generating all possible tours, but the factorial still dominates: this function is super-exponential.  <\/p>\n<p>NB on your other &#8220;stopping criteria:&#8221; Above is the cost of computing all possible values of S(a,b,I) exactly once.  To get a poly time algorithm, you will have to come up with a scheme for skipping a super-exponential number (a,b,I) of triples entirely.  It&#8217;s unlikely you can do this, but don&#8217;t let this dampen your enthusiasm.<\/p>\n<\/p><\/div>\n<div class=\"mt24\"><\/div>\n<\/div>\n<p>            <span class=\"d-none\" itemprop=\"commentCount\">1<\/span> <\/p><\/div>\n<\/div>\n<p>[ad_2]<\/p>\n<p>solved Java: Traveling Salesman &#8211; Found polynomial algorithm <\/p>\n","protected":false},"excerpt":{"rendered":"<p>[ad_1] I&#8217;ll try to break this down to essentials. But first let me commend you for tackling a problem that&#8217;s &#8220;known&#8221; to be enormously hard. No progress can be made without risk taking. You are approaching TSP in terms of a recursive expression for S(a, b, I), the length of a shortest path from city &#8230; <a title=\"[Solved] Java: Traveling Salesman &#8211; Found polynomial algorithm\" class=\"read-more\" href=\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\" aria-label=\"More on [Solved] Java: Traveling Salesman &#8211; Found polynomial 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":[771,323,4372,3898,2421],"class_list":["post-17706","post","type-post","status-publish","format-standard","hentry","category-solved","tag-graph","tag-java","tag-np-complete","tag-np-hard","tag-traveling-salesman"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>[Solved] Java: Traveling Salesman - Found polynomial 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-java-traveling-salesman-found-polynomial-algorithm\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"[Solved] Java: Traveling Salesman - Found polynomial algorithm - JassWeb\" \/>\n<meta property=\"og:description\" content=\"[ad_1] I&#8217;ll try to break this down to essentials. But first let me commend you for tackling a problem that&#8217;s &#8220;known&#8221; to be enormously hard. No progress can be made without risk taking. You are approaching TSP in terms of a recursive expression for S(a, b, I), the length of a shortest path from city ... Read more\" \/>\n<meta property=\"og:url\" content=\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\" \/>\n<meta property=\"og:site_name\" content=\"JassWeb\" \/>\n<meta property=\"article:published_time\" content=\"2022-10-26T12:21:29+00:00\" \/>\n<meta name=\"author\" content=\"Kirat\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Kirat\" \/>\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\":\"Article\",\"@id\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\"},\"author\":{\"name\":\"Kirat\",\"@id\":\"https:\/\/jassweb.com\/solved\/#\/schema\/person\/65c9c7b7958150c0dc8371fa35dd7c31\"},\"headline\":\"[Solved] Java: Traveling Salesman &#8211; Found polynomial algorithm\",\"datePublished\":\"2022-10-26T12:21:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\"},\"wordCount\":370,\"publisher\":{\"@id\":\"https:\/\/jassweb.com\/solved\/#organization\"},\"keywords\":[\"graph\",\"java\",\"np-complete\",\"np-hard\",\"traveling-salesman\"],\"articleSection\":[\"Solved\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\",\"url\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\",\"name\":\"[Solved] Java: Traveling Salesman - Found polynomial algorithm - JassWeb\",\"isPartOf\":{\"@id\":\"https:\/\/jassweb.com\/solved\/#website\"},\"datePublished\":\"2022-10-26T12:21:29+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/jassweb.com\/solved\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"[Solved] Java: Traveling Salesman &#8211; Found polynomial algorithm\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/jassweb.com\/solved\/#website\",\"url\":\"https:\/\/jassweb.com\/solved\/\",\"name\":\"JassWeb\",\"description\":\"Build High-quality Websites\",\"publisher\":{\"@id\":\"https:\/\/jassweb.com\/solved\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/jassweb.com\/solved\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/jassweb.com\/solved\/#organization\",\"name\":\"Jass Web\",\"url\":\"https:\/\/jassweb.com\/solved\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/jassweb.com\/solved\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/jassweb.com\/wp-content\/uploads\/2021\/02\/jass-website-logo-1.png\",\"contentUrl\":\"https:\/\/jassweb.com\/wp-content\/uploads\/2021\/02\/jass-website-logo-1.png\",\"width\":693,\"height\":132,\"caption\":\"Jass Web\"},\"image\":{\"@id\":\"https:\/\/jassweb.com\/solved\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/jassweb.com\/solved\/#\/schema\/person\/65c9c7b7958150c0dc8371fa35dd7c31\",\"name\":\"Kirat\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/jassweb.com\/solved\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/jassweb.com\/solved\/wp-content\/litespeed\/avatar\/1261af3c9451399fa1336d28b98ea3bb.jpg?ver=1775193939\",\"contentUrl\":\"https:\/\/jassweb.com\/solved\/wp-content\/litespeed\/avatar\/1261af3c9451399fa1336d28b98ea3bb.jpg?ver=1775193939\",\"caption\":\"Kirat\"},\"sameAs\":[\"http:\/\/jassweb.com\"],\"url\":\"https:\/\/jassweb.com\/solved\/author\/jaspritsinghghumangmail-com\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"[Solved] Java: Traveling Salesman - Found polynomial algorithm - JassWeb","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:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/","og_locale":"en_US","og_type":"article","og_title":"[Solved] Java: Traveling Salesman - Found polynomial algorithm - JassWeb","og_description":"[ad_1] I&#8217;ll try to break this down to essentials. But first let me commend you for tackling a problem that&#8217;s &#8220;known&#8221; to be enormously hard. No progress can be made without risk taking. You are approaching TSP in terms of a recursive expression for S(a, b, I), the length of a shortest path from city ... Read more","og_url":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/","og_site_name":"JassWeb","article_published_time":"2022-10-26T12:21:29+00:00","author":"Kirat","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Kirat","Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/#article","isPartOf":{"@id":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/"},"author":{"name":"Kirat","@id":"https:\/\/jassweb.com\/solved\/#\/schema\/person\/65c9c7b7958150c0dc8371fa35dd7c31"},"headline":"[Solved] Java: Traveling Salesman &#8211; Found polynomial algorithm","datePublished":"2022-10-26T12:21:29+00:00","mainEntityOfPage":{"@id":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/"},"wordCount":370,"publisher":{"@id":"https:\/\/jassweb.com\/solved\/#organization"},"keywords":["graph","java","np-complete","np-hard","traveling-salesman"],"articleSection":["Solved"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/","url":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/","name":"[Solved] Java: Traveling Salesman - Found polynomial algorithm - JassWeb","isPartOf":{"@id":"https:\/\/jassweb.com\/solved\/#website"},"datePublished":"2022-10-26T12:21:29+00:00","breadcrumb":{"@id":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/jassweb.com\/solved\/solved-java-traveling-salesman-found-polynomial-algorithm\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/jassweb.com\/solved\/"},{"@type":"ListItem","position":2,"name":"[Solved] Java: Traveling Salesman &#8211; Found polynomial algorithm"}]},{"@type":"WebSite","@id":"https:\/\/jassweb.com\/solved\/#website","url":"https:\/\/jassweb.com\/solved\/","name":"JassWeb","description":"Build High-quality Websites","publisher":{"@id":"https:\/\/jassweb.com\/solved\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/jassweb.com\/solved\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/jassweb.com\/solved\/#organization","name":"Jass Web","url":"https:\/\/jassweb.com\/solved\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/jassweb.com\/solved\/#\/schema\/logo\/image\/","url":"https:\/\/jassweb.com\/wp-content\/uploads\/2021\/02\/jass-website-logo-1.png","contentUrl":"https:\/\/jassweb.com\/wp-content\/uploads\/2021\/02\/jass-website-logo-1.png","width":693,"height":132,"caption":"Jass Web"},"image":{"@id":"https:\/\/jassweb.com\/solved\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/jassweb.com\/solved\/#\/schema\/person\/65c9c7b7958150c0dc8371fa35dd7c31","name":"Kirat","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/jassweb.com\/solved\/#\/schema\/person\/image\/","url":"https:\/\/jassweb.com\/solved\/wp-content\/litespeed\/avatar\/1261af3c9451399fa1336d28b98ea3bb.jpg?ver=1775193939","contentUrl":"https:\/\/jassweb.com\/solved\/wp-content\/litespeed\/avatar\/1261af3c9451399fa1336d28b98ea3bb.jpg?ver=1775193939","caption":"Kirat"},"sameAs":["http:\/\/jassweb.com"],"url":"https:\/\/jassweb.com\/solved\/author\/jaspritsinghghumangmail-com\/"}]}},"_links":{"self":[{"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/posts\/17706","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/comments?post=17706"}],"version-history":[{"count":0,"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/posts\/17706\/revisions"}],"wp:attachment":[{"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/media?parent=17706"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/categories?post=17706"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jassweb.com\/solved\/wp-json\/wp\/v2\/tags?post=17706"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}