{"id":11384,"date":"2013-08-17T12:51:33","date_gmt":"2013-08-17T19:51:33","guid":{"rendered":"http:\/\/www.preposterousuniverse.com\/blog\/?p=11384"},"modified":"2013-08-19T13:08:00","modified_gmt":"2013-08-19T20:08:00","slug":"a-map-of-the-research-literature","status":"publish","type":"post","link":"https:\/\/preposterousuniverse.com\/blog\/2013\/08\/17\/a-map-of-the-research-literature\/","title":{"rendered":"A Map of the Research Literature"},"content":{"rendered":"<p>The <a href=\"http:\/\/arxiv.org\/form\/\">arxiv<\/a>, started <a href=\"http:\/\/en.wikipedia.org\/wiki\/Arxiv\">by Paul Ginsparg in 1991<\/a>, was a pioneer for the Open Access movement in scientific publishing. Most (many?) working physicists, and an increasing number of scientists in other fields, take it for granted that they will share their research articles freely with everyone in the world by submitting to arxiv. The current submission rate is about <a href=\"http:\/\/arxiv.org\/show_monthly_submissions\">8,000 papers per month<\/a>, and still growing linearly or possibly a bit faster. <\/p>\n<p>In addition to providing fast and easy communication of new papers, the arxiv is a resource ripe for data-mining. Say hello to <a href=\"http:\/\/paperscape.org\/\">Paperscape<\/a>, a project by Damien George of Cambridge and Rob Knegjens at Nikhef in the Netherlands. This fun (and possibly useful) new tool creates a categorized\/zoomable\/clickable\/searchable map of every paper on the arxiv. Apparently it&#8217;s been around <a href=\"https:\/\/www.facebook.com\/paperscape\">since March<\/a>, but I only heard about it yesterday, possibly because of <a href=\"http:\/\/blog.physicsworld.com\/2013\/08\/16\/welcome-to-the-arxiv-galaxy\/\">this post on physicsworld.com<\/a>. So here&#8217;s the birds-eye view of what the arxiv looks like:<\/p>\n<p><a href=\"http:\/\/paperscape.org\/\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape1.jpg\" alt=\"Paperscape1\" width=\"650\" height=\"580\" class=\"aligncenter size-full wp-image-11385\" srcset=\"https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape1.jpg 650w, https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape1-300x267.jpg 300w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/a><\/p>\n<p>There is a lot of data displayed here in quite a dense way. The different colors represent different arxiv categories: condensed matter, astrophysics, and so on. High-energy physics dominates the map, in part because that was the first field to participate in arxiv in the first place. Each circle is an individual paper, with the size representing the number of times that paper has been cited (within arxiv). You can pick out some of the big hits in the field &#8212; the accelerating universe, cosmic microwave background observations, AdS\/CFT, extra dimensions, and so on. The locations aren&#8217;t random, either; circles are placed in proximity depending on how often they cite each other. So the fact that contiguous regions all have the same color isn&#8217;t built into the mapping algorithm, it&#8217;s a consequence of the (perfectly predictable) fact that papers in the same field cite each other more than papers in other fields.<\/p>\n<p>As you zoom in, the papers become more legible &#8212; when a circle becomes big enough, a word or phrase from the title appears, and eventually the author&#8217;s name. Here&#8217;s one of my papers, a bit standoffish from its surroundings:<\/p>\n<p><a href=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape2.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape2.jpg\" alt=\"Paperscape2\" width=\"650\" height=\"601\" class=\"aligncenter size-full wp-image-11391\" srcset=\"https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape2.jpg 650w, https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape2-300x277.jpg 300w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/a><\/p>\n<p>You can also search for authors, title words, and so on. Of <em>course<\/em> the first thing any working physicist will do will search for themselves. Here I am, my life&#8217;s work reduced to handy graphical form:<\/p>\n<p><a href=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape-s.jpg\" alt=\"Paperscape-s\" width=\"650\" height=\"395\" class=\"aligncenter size-full wp-image-11388\" srcset=\"https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape-s.jpg 650w, https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape-s-300x182.jpg 300w\" sizes=\"auto, (max-width: 650px) 100vw, 650px\" \/><\/a><\/p>\n<p>Click for a bigger and more legible version &#8212; or just go <a href=\"http:\/\/paperscape.org\/\">search yourself<\/a>, by typing &#8220;?a s.m.carroll&#8221; into the search box. (Much more fun that way.) The white circles are the search results. Scattered all over the place, to nobody&#8217;s surprise; but most of my papers (and definitely the ones with the biggest circles) lie in that mixed-color overlap between gravity\/quantum cosmology, astrophysics, high energy formal theory, and high-energy phenomenology. Somewhat zoomed-in:<\/p>\n<p><a href=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape4.jpg\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape4.jpg\" alt=\"Paperscape4\" width=\"649\" height=\"679\" class=\"aligncenter size-full wp-image-11395\" srcset=\"https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape4.jpg 649w, https:\/\/preposterousuniverse.com\/blog\/wp-content\/uploads\/2013\/08\/Paperscape4-286x300.jpg 286w\" sizes=\"auto, (max-width: 649px) 100vw, 649px\" \/><\/a><\/p>\n<p>Very fun in a narcissistic sort of way, but once you&#8217;re done ego-surfing I imagine it will also be a useful tool. Hopefully most researchers are already aware of the important papers in their areas of interest, but maybe you can discover some apparently highly-cited work right next to yours that you hadn&#8217;t known about. Or, even better, some less-cited work that maybe deserves more attention. Certainly it could be useful to people trying to dive into fields in which they are not yet experts. There are also options to look for recent papers, trending work, and more. Of course there is a <a href=\"http:\/\/blog.paperscape.org\/\">blog<\/a>.<\/p>\n<p>Congratulations to Damien George and Rob Knegjens for such an interesting project. I wonder if they will write a paper about it and post it to arxiv?<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The arxiv, started by Paul Ginsparg in 1991, was a pioneer for the Open Access movement in scientific publishing. Most (many?) working physicists, and an increasing number of scientists in other fields, take it for granted that they will share their research articles freely with everyone in the world by submitting to arxiv. The current [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11,28],"tags":[],"class_list":["post-11384","post","type-post","status-publish","format-standard","hentry","category-arxiv","category-science"],"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/posts\/11384","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/comments?post=11384"}],"version-history":[{"count":7,"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/posts\/11384\/revisions"}],"predecessor-version":[{"id":11399,"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/posts\/11384\/revisions\/11399"}],"wp:attachment":[{"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/media?parent=11384"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/categories?post=11384"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/preposterousuniverse.com\/blog\/wp-json\/wp\/v2\/tags?post=11384"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}