{"id":1606,"date":"2010-02-27T14:13:03","date_gmt":"2010-02-27T22:13:03","guid":{"rendered":"http:\/\/www.artsjournal.com\/anotherbb\/wp\/2010\/02\/how_google_taught_itself_to_be\/"},"modified":"2010-02-27T14:13:03","modified_gmt":"2010-02-27T22:13:03","slug":"how_google_taught_itself_to_be","status":"publish","type":"post","link":"https:\/\/www.artsjournal.com\/anotherbb\/2010\/02\/how_google_taught_itself_to_be.html","title":{"rendered":"Why Google is the new Ludwig Wittgenstein"},"content":{"rendered":"<blockquote>\n<p>From <a href=\"http:\/\/kottke.org\/\">Jason Kottke<\/a>:<\/p>\n<\/blockquote>\n<blockquote>\n<p>Steven Levy on <a href=\"http:\/\/www.wired.com\/magazine\/2010\/02\/ff_google_algorithm\/all\/1\">how<br \/>\nGoogle&#8217;s search algorithm has changed over the years<\/a>.<\/p>\n<blockquote>\n<p>Take, for instance, the way Google&#8217;s engine learns which<br \/>\nwords are synonyms. &#8220;We discovered a nifty thing very early on,&#8221; Singhal<br \/>\nsays. &#8220;People change words in their queries. So someone would say,<br \/>\n&#8216;pictures of dogs,&#8217; and then they&#8217;d say, &#8216;pictures of puppies.&#8217; So that<br \/>\ntold us that maybe &#8216;dogs&#8217; and &#8216;puppies&#8217; were interchangeable. We also<br \/>\nlearned that when you boil water, it&#8217;s hot water. We were relearning<br \/>\nsemantics from humans, and that was a great advance.&#8221;<\/p>\n<p>But there<br \/>\nwere obstacles. Google&#8217;s synonym system understood that a dog was<br \/>\nsimilar to a puppy and that boiling water was hot. But it also concluded<br \/>\nthat a hot dog was the same as a boiling puppy. The problem was fixed<br \/>\nin late 2002 by a breakthrough based on philosopher Ludwig<br \/>\nWittgenstein&#8217;s theories about how words are defined by context. As<br \/>\nGoogle crawled and archived billions of documents and Web pages, it<br \/>\nanalyzed what words were close to each other. &#8220;Hot dog&#8221; would be found<br \/>\nin searches that also contained &#8220;bread&#8221; and &#8220;mustard&#8221; and &#8220;baseball<br \/>\ngames&#8221; &#8212; not poached pooches. That helped the algorithm understand what<br \/>\n&#8220;hot dog&#8221; &#8212; and millions of other terms &#8212; meant. &#8220;Today, if you type<br \/>\n&#8216;Gandhi bio,&#8217; we know that bio means biography,&#8221; Singhal says. &#8220;And if<br \/>\nyou type &#8216;bio warfare,&#8217; it means biological.&#8221;<\/p>\n<\/blockquote>\n<p>Or in simpler terms, here&#8217;s a snippet of a conversation that Google<br \/>\nmight have with itself:<\/p>\n<blockquote>\n<p>A rock is a rock. It&#8217;s also a stone, and it could be a<br \/>\nboulder. Spell it &#8220;rokc&#8221; and it&#8217;s still a rock. But put &#8220;little&#8221; in<br \/>\nfront of it and it&#8217;s the capital of Arkansas. Which is not an ark.<br \/>\nUnless Noah is around.<\/p>\n<\/blockquote>\n<\/blockquote>\n<p>Image <a href=\"http:\/\/images.google.com\/imgres?imgurl=http:\/\/www.kottke.org\/plus\/misc\/images\/puppet-show.jpg&amp;imgrefurl=http:\/\/kottke.org\/tag\/photography&amp;usg=__YzC_A_xZIpWDhoDn-Y0ni10Ye54=&amp;h=640&amp;w=500&amp;sz=57&amp;hl=en&amp;start=20&amp;sig2=i057zI4w2CgsUmNPJJ3NCg&amp;itbs=1&amp;tbnid=mP2QTH5zSEM_gM:&amp;tbnh=137&amp;tbnw=107&amp;prev=\/images%3Fq%3D60%2Bfoot%2Bpuppets%26hl%3Den%26gbv%3D2%26tbs%3Disch:1&amp;ei=LWaIS8KHI5DutAOe2o2GAw\">via<\/a>:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" alt=\"jasonkottkepuppet.jpg\" src=\"http:\/\/www.artsjournal.com\/anotherbb\/jasonkottkepuppet.jpg\" class=\"mt-image-center\" style=\"text-align: center; display: block; margin: 0pt auto 20px;\" height=\"588\" width=\"450\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>From Jason Kottke: Steven Levy on how Google&#8217;s search algorithm has changed over the years. Take, for instance, the way Google&#8217;s engine learns which words are synonyms. &#8220;We discovered a nifty thing very early on,&#8221; Singhal says. &#8220;People change words in their queries. So someone would say, &#8216;pictures of dogs,&#8217; and then they&#8217;d say, &#8216;pictures [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-1606","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-uncategorized","7":"entry"},"_links":{"self":[{"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/posts\/1606","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/comments?post=1606"}],"version-history":[{"count":0,"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/posts\/1606\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/media?parent=1606"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/categories?post=1606"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.artsjournal.com\/anotherbb\/wp-json\/wp\/v2\/tags?post=1606"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}