{"id":2584,"date":"2023-04-17T02:31:08","date_gmt":"2023-04-17T02:31:08","guid":{"rendered":"https:\/\/blogs.luc.edu\/ipbytes\/?p=2584"},"modified":"2024-07-13T06:15:53","modified_gmt":"2024-07-13T06:15:53","slug":"whats-mine-is-yours","status":"publish","type":"post","link":"https:\/\/blogs.luc.edu\/ipbytes\/whats-mine-is-yours\/","title":{"rendered":"What&#8217;s Mine is Yours?"},"content":{"rendered":"<p><strong>What\u2019s Mine is Yours?<\/strong><\/p>\n<p>When I was younger, my dad told me that he worked on \u201cartificial intelligence\u201d after graduating college. I thought this was the coolest job ever. What if my dad was part of the team that made a self-aware AI like in the movies? He told me that AI didn\u2019t really work that way. In fact, he worked on a smaller piece of AI technology dealing with sorting data based on algorithms. I didn\u2019t really understand what he meant at the time, but it still seemed pretty neat.<!--more--><\/p>\n<p>Decades have passed, and AI has come a long way from the research people like my dad performed when he was younger. When you say \u201cAI\u201d now, most people immediately think of programs like <a href=\"https:\/\/openai.com\/product\/dall-e-2\">Dall-E <\/a>\u00a0or <a href=\"https:\/\/openai.com\/blog\/chatgpt\">Chat GPT<\/a> which would seem like miracles to researchers in the \u201880s. However, despite the new AI bells and whistles that are available to consumers, artificial intelligence is still a very deep field with a lot of nuance. In fact, something you may not have heard of called \u201ctext and data mining\u201d is essential to making AI run properly.<\/p>\n<figure id=\"attachment_2585\" aria-describedby=\"caption-attachment-2585\" style=\"width: 300px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2585 size-medium\" src=\"https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-1-300x201.jpg\" alt=\"\" width=\"300\" height=\"201\" srcset=\"https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-1-300x201.jpg 300w, https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-1-768x513.jpg 768w, https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-1.jpg 950w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-2585\" class=\"wp-caption-text\"><em>Photo by Adi Goldstein, licensed under Unsplash.<\/em><\/figcaption><\/figure>\n<p><a href=\"https:\/\/libguides.cam.ac.uk\/tdm\/definitions#:~:text=Text%20and%20data%20mining%20(TDM)%20is%20a%20process%20through%20which,be%20able%20to%20do%20manually.\">Text and data mining<\/a> (TDM) is a process through which machines can \u201cread\u201d and analyze large amounts of text or data. Computer algorithms can then study the results and find patterns across vast amounts of information. TDM isn\u2019t just essential for AI \u2013 it\u2019s a powerful tool for a variety of fields! TDM can help scientific researchers to comb through volumes of material to make otherwise difficult-to-find discoveries. It\u2019s already been used by <a href=\"https:\/\/pharmaphorum.com\/views-and-analysis\/text-mining-new-therapies\">pancreatic cancer researchers<\/a> to develop new therapies. TDM can assist businesses with large-scale data analysis to make decisions that will benefit consumers. For example, <a href=\"https:\/\/www.teradata.com\/Customers\/Groupon\">Groupon<\/a> uses TDM to analyze extremely high volumes of data from customers in real time to get ahead of shopping trends. TDM is even being used by <a href=\"https:\/\/www.talend.com\/customers\/dominos-pizza\/\">Domino\u2019s Pizza<\/a> to manage the thousands of pizza orders it receives from online orders. Domino\u2019s data platform stores and organizes the heaps of data the company collects from its customers via pizza orders, social media platforms, and advertisements to review.<\/p>\n<p>One big problem arises when thinking about how TDM works, though. What if some of the volumes of data that the computers analyze are protected by <a href=\"https:\/\/www.uspto.gov\/ip-policy\/copyright-policy\/copyright-basics\">copyright<\/a>? If they are, does that mean that TDM constitutes copyright infringement?<\/p>\n<p><strong>Is TDM Copyright Infringement?<\/strong><\/p>\n<p><a href=\"https:\/\/www.copyright.gov\/what-is-copyright\/\">Copyright law<\/a> is a form of intellectual property protection that grants a bundle of rights to help copyright holders protect their works during the term of the copyright. The <a href=\"https:\/\/www.law.cornell.edu\/uscode\/text\/17\/106#:~:text=The%20five%20fundamental%20rights%20that,stated%20generally%20in%20section%20106.\">rights<\/a> granted to copyright holders include the rights to prevent others from reproducing (i.e. copying) the work or from distributing it to the public.<\/p>\n<p>TDM can involve copying a work protected by copyright law and publishing it in a new format. For example, imagine if a literary scholar wanted to analyze the entire <em>Lord of the Rings<\/em> series to count the number of lines of dialogue per character. The researcher could input the <em>Lord of the Rings <\/em>series into a computer program and request that the computer sort all dialogue by character. The computer would then scan the books, delivering its results by including snippets of dialogue for each character. Through TDM, the scholar has reproduced and distributed the <em>Lord of the Rings<\/em> text, had access to it, and copied the snippets verbatim. This would likely constitute a case of copyright infringement-unless there is an exception including the flexible <a href=\"https:\/\/www.copyright.gov\/fair-use\/\">fair use exception<\/a> in the US, or a specific <a href=\"https:\/\/www.europarl.europa.eu\/RegData\/etudes\/BRIE\/2018\/604942\/IPOL_BRI(2018)604942_EN.pdf\">exception<\/a> for TDM as other countries have created.<\/p>\n<figure id=\"attachment_2586\" aria-describedby=\"caption-attachment-2586\" style=\"width: 300px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-2586 size-medium\" src=\"https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-2-300x225.jpg\" alt=\"\" width=\"300\" height=\"225\" srcset=\"https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-2-300x225.jpg 300w, https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/TDM-2.jpg 715w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><figcaption id=\"caption-attachment-2586\" class=\"wp-caption-text\"><em>Photo by Kevin Ku, licensed under Unsplash.<\/em><\/figcaption><\/figure>\n<p><strong>Is TDM Fair Use?<\/strong><\/p>\n<p>It is currently unclear whether the fair use defense applies to TDM. The fair use defense is meant to allow people to make use of copyrighted works for beneficial purposes without requiring a license. Imagine a world where to legally use any copyrighted material for any reason, you needed to wait for the copyright to expire or to get a license!<\/p>\n<p>This lack of clarity regarding fair use and TDM is because courts evaluate whether the use of the work meets the four fair use factors, with no single factor being dispositive. It\u2019s important to note that every case of fair use must be decided based on its own facts, but courts can and do <a href=\"https:\/\/www.copyright.gov\/fair-use\/summaries\/worldwide-phila-9thcir2000.pdf\">disagree<\/a> about the same case. Optimistic TDM researchers point to a significant case called <a href=\"https:\/\/law.justia.com\/cases\/federal\/appellate-courts\/ca2\/13-4829\/13-4829-2015-10-16.html\"><em>Authors Guild v. Google<\/em><\/a> in which the Second Circuit found that Google\u2019s digitally copying millions of books and making the results searchable through Google Books was fair use. I\u2019m not sure that this case applies to all forms of TDM, though. Notably, copying the entirety of the books was permitted in that case, but the modifications to make the results searchable played a huge role. <a href=\"https:\/\/www.copyright.gov\/fair-use\/summaries\/penguingrp-ambuddha-dariz2015.pdf\">In another case<\/a> involving digitization of copyrighted books, the court didn\u2019t find fair use. As we\u2019ve mentioned, TDM can take different forms based on what it\u2019s used for \u2013 a researcher might use TDM to scan hundreds of journal articles, while a business might use TDM to scan customer purchase data. On top of that, fear of litigation might scare researchers away from using TDM at all.<\/p>\n<p>Do you think copyright law needs to change with the times and account for TDM for the benefit of research? Stay tuned for a follow-up post coming soon where we\u2019ll discuss whether the United States should adopt an exception for TDM in copyright law!<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-2587 alignleft\" src=\"https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/Connor-Headshot-4_14_23-225x300.jpg\" alt=\"\" width=\"225\" height=\"300\" srcset=\"https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/Connor-Headshot-4_14_23-225x300.jpg 225w, https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/Connor-Headshot-4_14_23-768x1024.jpg 768w, https:\/\/blogs.luc.edu\/ipbytes\/wp-content\/uploads\/2023\/04\/Connor-Headshot-4_14_23.jpg 960w\" sizes=\"auto, (max-width: 225px) 100vw, 225px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><em>Connor Druhan<\/em><br \/>\n<em>Associate Blogger<\/em><br \/>\n<em>Loyola University Chicago School of Law, J.D. 2024<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>What\u2019s Mine is Yours? When I was younger, my dad told me that he worked on \u201cartificial intelligence\u201d after graduating college. I thought this was the coolest job ever. What if my dad was part of the team that made a self-aware AI like in the movies? He told me that AI didn\u2019t really work that way. In fact, he worked on a smaller piece &hellip; <a href=\"https:\/\/blogs.luc.edu\/ipbytes\/whats-mine-is-yours\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">What&#8217;s Mine is Yours?<\/span><\/a><\/p>\n","protected":false},"author":50,"featured_media":2586,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[19,30,70,71,188,263,308,311],"class_list":["post-2584","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-copyrights","tag-ai","tag-artificial-intelligence","tag-copyright","tag-copyright-infringement","tag-machine-learning","tag-research","tag-tdm","tag-text-and-data-mining"],"_links":{"self":[{"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/posts\/2584","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/users\/50"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/comments?post=2584"}],"version-history":[{"count":6,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/posts\/2584\/revisions"}],"predecessor-version":[{"id":4206,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/posts\/2584\/revisions\/4206"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/media\/2586"}],"wp:attachment":[{"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/media?parent=2584"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/categories?post=2584"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.luc.edu\/ipbytes\/wp-json\/wp\/v2\/tags?post=2584"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}