{"id":571,"date":"2024-09-25T16:31:23","date_gmt":"2024-09-25T16:31:23","guid":{"rendered":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/chapter\/the-cold-start-problem\/"},"modified":"2025-07-04T18:00:25","modified_gmt":"2025-07-04T18:00:25","slug":"the-cold-start-problem","status":"publish","type":"chapter","link":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/chapter\/the-cold-start-problem\/","title":{"raw":"The Cold Start Problem","rendered":"The Cold Start Problem"},"content":{"raw":"Optimization goals are just half of how algorithms make decisions about what to show you.\r\n\r\nThe other half is your inputs: what the algorithm knows about you.\r\n\r\nThere are two kinds of inputs: <em>explicit <\/em>and <em>implicit<\/em>.\r\n\r\nExplicit inputs are ones you <em>know <\/em>you are giving to the algorithm.\r\n\r\nImplicit inputs are ones you <em>don't <\/em>know you are giving it.\r\n\r\nTake a look at the examples below and sort them into [pb_glossary id=\"1926\"]explicit [\/pb_glossary]inputs and [pb_glossary id=\"1927\"]implicit[\/pb_glossary] inputs.\r\n\r\n[h5p id=\"93\"]\r\n\r\n&nbsp;\r\n\r\n&nbsp;","rendered":"<p>Optimization goals are just half of how algorithms make decisions about what to show you.<\/p>\n<p>The other half is your inputs: what the algorithm knows about you.<\/p>\n<p>There are two kinds of inputs: <em>explicit <\/em>and <em>implicit<\/em>.<\/p>\n<p>Explicit inputs are ones you <em>know <\/em>you are giving to the algorithm.<\/p>\n<p>Implicit inputs are ones you <em>don&#8217;t <\/em>know you are giving it.<\/p>\n<p>Take a look at the examples below and sort them into <a class=\"glossary-term\" aria-haspopup=\"dialog\" aria-describedby=\"definition\" href=\"#term_571_1926\">explicit <\/a>inputs and <a class=\"glossary-term\" aria-haspopup=\"dialog\" aria-describedby=\"definition\" href=\"#term_571_1927\">implicit<\/a> inputs.<\/p>\n<div id=\"h5p-93\">\n<div class=\"h5p-iframe-wrapper\"><iframe id=\"h5p-iframe-93\" class=\"h5p-iframe\" data-content-id=\"93\" style=\"height:1px\" src=\"about:blank\" frameBorder=\"0\" scrolling=\"no\" title=\"Algorithm inputs\"><\/iframe><\/div>\n<\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<div class=\"glossary\"><span class=\"screen-reader-text\" id=\"definition\">definition<\/span><template id=\"term_571_1926\"><div class=\"glossary__definition\" role=\"dialog\" data-id=\"term_571_1926\"><div tabindex=\"-1\"><p>A signal that you know you're sending, such as hitting the Like button.<\/p>\n<\/div><button><span aria-hidden=\"true\">&times;<\/span><span class=\"screen-reader-text\">Close definition<\/span><\/button><\/div><\/template><template id=\"term_571_1927\"><div class=\"glossary__definition\" role=\"dialog\" data-id=\"term_571_1927\"><div tabindex=\"-1\"><p>A signal you may not know you're sending, such as how long you watch a video.<\/p>\n<\/div><button><span aria-hidden=\"true\">&times;<\/span><span class=\"screen-reader-text\">Close definition<\/span><\/button><\/div><\/template><\/div>","protected":false},"author":2,"menu_order":3,"template":"","meta":{"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-571","chapter","type-chapter","status-publish","hentry"],"part":564,"_links":{"self":[{"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/chapters\/571","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/wp\/v2\/users\/2"}],"version-history":[{"count":6,"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/chapters\/571\/revisions"}],"predecessor-version":[{"id":1929,"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/chapters\/571\/revisions\/1929"}],"part":[{"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/parts\/564"}],"metadata":[{"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/chapters\/571\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/wp\/v2\/media?parent=571"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/pressbooks\/v2\/chapter-type?post=571"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/wp\/v2\/contributor?post=571"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/textbook.mediasmarts.ca\/navigatingstudent\/wp-json\/wp\/v2\/license?post=571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}