

{"id":614,"date":"2015-06-18T14:36:12","date_gmt":"2015-06-18T18:36:12","guid":{"rendered":"https:\/\/sites.temple.edu\/tudsc\/?p=614"},"modified":"2019-08-26T11:19:45","modified_gmt":"2019-08-26T15:19:45","slug":"starting-out-with-stylometry","status":"publish","type":"post","link":"https:\/\/sites.temple.edu\/tudsc\/2015\/06\/18\/starting-out-with-stylometry\/","title":{"rendered":"Starting out with Stylometry"},"content":{"rendered":"<p>By Jaclyn Partyka<\/p>\n<p><!--more--><\/p>\n<p>As one of the Center for the Humanities at Temple digital humanities fellows and HASTAC scholars over the past two semesters, I am pleased to continue my foray into the vast and often evolving world of the digital humanities within Paley library\u2019s new Digital Scholarship Center. I\u2019ve previously dabbled with network scraping and text analysis tools such as NodeXL and Voyant while a HASTAC scholar. However, this summer I\u2019ve decided to take the time to really understand the technical aspects of some of these new methods and I am beginning, albeit very tentatively, to learn to code.<\/p>\n<p>My overall dissertation project studies contemporary authorship and how celebrity and canonical authors skirt the line between fiction and nonfiction to create hybridized texts. Essentially, I\u2019m interested in how well-known authors integrate and narrate aspects of their authorship into the novels they create. Previously, I\u2019ve written about Salman Rushdie\u2019s use of social media on Twitter in conjunction with his memoir <em>Joseph Anton<\/em> (2012) and had some <a href=\"https:\/\/sites.temple.edu\/tudsc\/2015\/05\/12\/when-the-study-of-authorship-goes-digital\/\" target=\"_blank\" rel=\"noopener noreferrer\">unexpected<\/a>\u00a0results. For this summer, I\u2019m beginning to work on a chapter focusing on Philip Roth.<\/p>\n<p><a href=\"https:\/\/sites.temple.edu\/tudsc\/files\/2015\/06\/rothbooks.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-615\" src=\"https:\/\/sites.temple.edu\/tudsc\/files\/2015\/06\/rothbooks-300x201.jpg\" alt=\"rothbooks\" width=\"300\" height=\"201\" srcset=\"https:\/\/sites.temple.edu\/tudsc\/files\/2015\/06\/rothbooks-300x201.jpg 300w, https:\/\/sites.temple.edu\/tudsc\/files\/2015\/06\/rothbooks-232x155.jpg 232w, https:\/\/sites.temple.edu\/tudsc\/files\/2015\/06\/rothbooks-464x311.jpg 464w, https:\/\/sites.temple.edu\/tudsc\/files\/2015\/06\/rothbooks.jpg 560w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n<p>Photo credit: <a href=\"http:\/\/images.nymag.com\/arts\/books\/features\/rothbooks071001_560.jpg\" target=\"_blank\" rel=\"noopener noreferrer\">NY Mag<\/a><\/p>\n<p>Roth is an excellent figure for this project since he has created and sustained Nathan Zuckerman as a type of doppelg\u00e4nger-author over at least nine of his major novels. Following <em>Exit Ghost<\/em> (2007) (<a href=\"http:\/\/www.newyorker.com\/books\/page-turner\/zuckerman-abridged\" target=\"_blank\" rel=\"noopener noreferrer\">Spoilers!<\/a>)\u00a0and Zuckerman\u2019s death, Roth then begins using another pseudo-autobiographical doppelg\u00e4nger, aptly named \u2018Philip Roth.\u2019 These two figures form a dialogic relationship in <em>Roth\u2019s Facts: The Novelist\u2019s Autobiography <\/em>(1988). My questions is, just how different \u2013 stylistically \u2013 are Nathan Zuckerman and \u2018Philip Roth\u2019?<\/p>\n<p>I have chosen to research stylometry to help answer this question since this kind of quantitative analysis of authorship is something I have not yet explored in my dissertation. Stylometry, or authorship attribution, is actually one of the earliest digital humanities projects with some methods even dating pre-computers. Typically, stylometry is used to determine the authorship of an unknown text by employing statistical and probability methods that look at literary style. As David Holmes <a href=\"http:\/\/llc.oxfordjournals.org\/content\/13\/3\/111.abstract\" target=\"_blank\" rel=\"noopener noreferrer\">explains<\/a>, \u201cAt [stylometry\u2019s] heart lies an assumption that authors have an unconscious aspect to their style, an aspect which cannot consciously be manipulated but which possesses features which are quantifiable and which may be distinctive.\u201d The effort to combine mathematical principles with literary style ultimately follows the theory that frequencies and patterns of words lengths, phrases, and even groups of letters could be used to determine authorship.<\/p>\n<p>Stylometry methods have evolved significantly over time and therefore there is not yet a standard set of tools for scholars to use, since typically researchers design programs and code around the specifics of their projects. For example, in 1964 Frederick Mosteller and David Wallace\u00a0attempted stylometry <a href=\"https:\/\/amstat.tandfonline.com\/doi\/abs\/10.1080\/01621459.1963.10500849\" target=\"_blank\" rel=\"noopener noreferrer\">without the aid of computers<\/a> in an effort to attribute the anonymous authorship of some of the <em>Federalist Papers<\/em>\u00a0by painstakingly counting\u00a0the frequency of function words such as \u201cwhile\u201d and \u201cwhilst\u201d and comparing them to known patterns in authors such as Madison and Hamilton. Stylometry has also been used in an effort to settle some pretty contested <a href=\"http:\/\/llc.oxfordjournals.org\/content\/14\/4\/445.abstract\" target=\"_blank\" rel=\"noopener noreferrer\">debates<\/a> about the authorship of <a href=\"http:\/\/ed.ted.com\/lessons\/did-shakespeare-write-his-plays-natalya-st-clair-and-aaron-williams\" target=\"_blank\" rel=\"noopener noreferrer\">Shakespeare\u2019s plays<\/a>. Most recently, new stylometry programs have been used to <a href=\"https:\/\/www.scientificamerican.com\/article\/how-a-computer-program-helped-show-jk-rowling-write-a-cuckoos-calling\/\" target=\"_blank\" rel=\"noopener noreferrer\">uncover<\/a>\u00a0J.K. Rowling as the true author of Robert Galbraith\u2019s mystery novel <em>The Cuckoo\u2019s Calling<\/em> (2013). However, while these projects were all used to determine unknown or concealed authorship, my question is if these methods can be useful in detecting variations across a textual corpus of a single known author.<\/p>\n<p>Finally, while some algorithms are becoming more standard in stylometry (such as John Burrows\u2019 <a href=\"http:\/\/llc.oxfordjournals.org\/content\/17\/3\/267.short?rss=1&amp;ssource=mfc\" target=\"_blank\" rel=\"noopener noreferrer\">Delta method<\/a>) each of these projects use very different methods and programs. So that leaves me to figure out the best method for me to analyze my own data. In my next blog post, I\u2019ll talk about some of the most useful tools that I have found at the point in my research: <em>Signature<\/em>, <em>JGAAP<\/em>, and <em>R-Stylo<\/em>.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>By Jaclyn Partyka<\/p>\n","protected":false},"author":1418,"featured_media":615,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[2,288],"tags":[34,36,37],"class_list":["post-614","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-grad-students","category-literary-studies","tag-authorship","tag-stylometry","tag-textual-analysis"],"_links":{"self":[{"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/posts\/614","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/users\/1418"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/comments?post=614"}],"version-history":[{"count":0,"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/posts\/614\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/media\/615"}],"wp:attachment":[{"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/media?parent=614"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/categories?post=614"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.temple.edu\/tudsc\/wp-json\/wp\/v2\/tags?post=614"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}