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By exploring in detail how these practices came together as the Free Software movement from the 1970s to the 1990s, Kelty also considers how it is possible to understand the new movements emerging from Free Software: projects such as Creative Commons, a nonprofit organization that creates copyright licenses, and Connexions, a project to create an online scholarly textbook commons.", "series": "Experimental Futures", "seriesNumber": "", "volume": "", "numberOfVolumes": "", "edition": "", "date": "2008", "publisher": "Duke U Press", "place": "", "originalDate": "", "originalPublisher": "", "originalPlace": "", "format": "", "numPages": "400", "ISBN": "978-0-8223-4264-9", "DOI": "", "citationKey": "", "url": "http://twobits.net/", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "Cited by 0000", "tags": [], "collections": [], "relations": {}, "dateAdded": "2013-07-09T22:47:19Z", "dateModified": "2013-08-25T07:45:14Z" } }, { "key": "NRFEQFJ2", "version": 36, "library": { "type": "group", "id": 182637, "name": "DHOXSS 2013", "links": { "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/182637/items/NRFEQFJ2", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013/items/NRFEQFJ2", "type": "text/html" } }, "meta": { "createdByUser": { "id": 1484096, "username": "lisaotty", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/lisaotty", "type": "text/html" } } }, "lastModifiedByUser": { "id": 6945, "username": "evankeer", "name": "Ellen Van Keer", "links": { "alternate": { "href": "https://www.zotero.org/evankeer", "type": "text/html" } } }, "creatorSummary": "Lagoze et al.", "parsedDate": "2005", "numChildren": 0 }, "data": { "key": "NRFEQFJ2", "version": 36, "itemType": "journalArticle", "title": "What Is a Digital Library Anyway?", "creators": [ { "creatorType": "author", "firstName": "Carl", "lastName": "Lagoze" }, { "creatorType": "author", "firstName": "Dean B.", "lastName": "Kraft" }, { "creatorType": "author", "firstName": "Sandy", "lastName": "Payette" }, { "creatorType": "author", "firstName": "Susan", "lastName": "Jesuroga" } ], "abstractNote": "", "publicationTitle": "D-Lib Magazine", "publisher": "", "place": "", "date": "11/2005", "volume": "11", "issue": "11", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1045/november2005-lagoze", "citationKey": "", "url": "http://www.dlib.org/dlib/november05/lagoze/11lagoze.html", "accessDate": "2013-07-14T14:56:41Z", "PMID": "", "PMCID": "", "ISSN": "1082-9873", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "", "libraryCatalog": "CrossRef", "callNumber": "", "rights": "", "extra": "Cited by 0095", "tags": [], "collections": [], "relations": {}, "dateAdded": "2013-07-14T14:56:41Z", "dateModified": "2013-08-25T07:45:13Z" } }, { "key": "M2ZBNSXR", "version": 36, "library": { "type": "group", "id": 182637, "name": "DHOXSS 2013", "links": { "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/182637/items/M2ZBNSXR", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013/items/M2ZBNSXR", "type": "text/html" } }, "meta": { "createdByUser": { "id": 457726, "username": "thomasgpadilla", "name": "Thomas Padilla", "links": { "alternate": { "href": "https://www.zotero.org/thomasgpadilla", "type": "text/html" } } }, "lastModifiedByUser": { "id": 6945, "username": "evankeer", "name": "Ellen Van Keer", "links": { "alternate": { "href": "https://www.zotero.org/evankeer", "type": "text/html" } } }, "creatorSummary": "Blei", "parsedDate": "2012", "numChildren": 0 }, "data": { "key": "M2ZBNSXR", "version": 36, "itemType": "journalArticle", "title": "Topic Modeling and Digital Humanities", "creators": [ { "creatorType": "author", "firstName": "David", "lastName": "Blei" } ], "abstractNote": "Blei discusses topic models and how they relate to digital humanities. 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In particular, I’m looking at poetry that takes visual art as its subject, a genre called ekphrasis, in an attempt to distinguish the types of language poets tend to invoke when creating a verbal art that responds to a visual one.", "blogTitle": "Lisa Marie Rhody", "websiteType": "", "date": "30-04-2012", "DOI": "", "citationKey": "", "url": "http://www.lisarhody.com/why-use-visualizations-to-study-poetry/", "accessDate": "", "ISSN": "", "shortTitle": "", "language": "", "rights": "", "extra": "Cited by 0000", "tags": [ { "tag": "topic modeling" }, { "tag": "visua" } ], "collections": [], "relations": {}, "dateAdded": "2013-07-10T09:12:05Z", "dateModified": "2013-08-25T07:45:08Z" } }, { "key": "F7SNPIWF", "version": 36, "library": { "type": "group", "id": 182637, "name": "DHOXSS 2013", "links": { "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/182637/items/F7SNPIWF", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013/items/F7SNPIWF", "type": "text/html" } }, "meta": { "createdByUser": { "id": 457726, "username": "thomasgpadilla", "name": "Thomas Padilla", "links": { "alternate": { "href": "https://www.zotero.org/thomasgpadilla", "type": "text/html" } } }, "lastModifiedByUser": { "id": 6945, "username": "evankeer", "name": "Ellen Van Keer", "links": { "alternate": { "href": "https://www.zotero.org/evankeer", "type": "text/html" } } }, "creatorSummary": "Mimno", "parsedDate": "2012", "numChildren": 0 }, "data": { "key": "F7SNPIWF", "version": 36, "itemType": "journalArticle", "title": "The Details: Training and Validating Models on Big Data", "creators": [ { "creatorType": "author", "firstName": "David", "lastName": "Mimno" } ], "abstractNote": "In this video, David Mimno discusses some of the different choices one can make in training models and what their implications are for efficiency, scalability, and topic quality, using the MALLET topic modeling package. This presentation was recorded on November 3, 2012 at the Maryland Institute for Technology as part of the Topic Modeling Workshop, sponsored by the National Endowment of the Humanities and MITH, at the University of Maryland.", "publicationTitle": "Journal of Digital Humanities", "publisher": "", "place": "", "date": "2012", "volume": "2", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "http://journalofdigitalhumanities.org/2-1/the-details-by-david-mimno/", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "Cited by 0000", "tags": [ { "tag": "topic modeling" } ], "collections": [], "relations": {}, "dateAdded": "2013-07-09T06:22:38Z", "dateModified": "2013-08-25T07:45:07Z" } }, { "key": "EQ4D4R8D", "version": 36, "library": { "type": "group", "id": 182637, "name": "DHOXSS 2013", "links": { "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/182637/items/EQ4D4R8D", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013/items/EQ4D4R8D", "type": "text/html" } }, "meta": { "createdByUser": { "id": 457726, "username": "thomasgpadilla", "name": "Thomas Padilla", "links": { "alternate": { "href": "https://www.zotero.org/thomasgpadilla", "type": "text/html" } } }, "lastModifiedByUser": { "id": 6945, "username": "evankeer", "name": "Ellen Van Keer", "links": { "alternate": { "href": "https://www.zotero.org/evankeer", "type": "text/html" } } }, "numChildren": 0 }, "data": { "key": "EQ4D4R8D", "version": 36, "itemType": "computerProgram", "title": "NodeXL", "creators": [], "abstractNote": "Provides an Excel 2007 template allowing the display and analysis of network graphs. 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Like Penelope, Graham entertains the illusion, if only momentarily, of a choice between bringing a creative impulse into form or allowing it to come undone. A weaver of language, Graham subtly, deftly, but unsuccessfully attempts to delay the inevitable moment in poetic creation in which complexity of thought adopts form through language, and so realized is also reduced. In The End of Beauty, the beginning of the creative act signals an inevitable descent into meaning — language’s ultimate impulse.\n\nUnderstanding how topic modeling algorithms handle figurative language means allowing for a similar beautiful failure — not a failure of language, but a necessary inclination toward form that involves a diminishing of language’s possible meanings. However, the necessarily reductive methodology of sorting poetic language into relatively stable categories, as topic modeling suggests, yields precisely the kind of results that literary scholars might hope for — models of language that, having taken form, are at the same moment at odds with the laws of their creation.", "publicationTitle": "Journal of Digital Humanities", "publisher": "", "place": "", "date": "2012", "volume": "2", "issue": "1", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "", "url": "http://journalofdigitalhumanities.org/2-1/topic-modeling-and-figurative-language-by-lisa-m-rhody/", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "English", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "Cited by 0000", "tags": [ { "tag": "topic modeling" }, { "tag": "visualization" } ], "collections": [], "relations": {}, "dateAdded": "2013-07-10T09:15:51Z", "dateModified": "2013-08-25T07:45:05Z" } }, { "key": "CHH9B4D3", "version": 36, "library": { "type": "group", "id": 182637, "name": "DHOXSS 2013", "links": { "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/182637/items/CHH9B4D3", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/dhoxss_2013/items/CHH9B4D3", "type": "text/html" } }, "meta": { "createdByUser": { "id": 457726, "username": "thomasgpadilla", "name": "Thomas Padilla", "links": { "alternate": { "href": "https://www.zotero.org/thomasgpadilla", "type": "text/html" } } }, "lastModifiedByUser": { "id": 6945, "username": "evankeer", "name": "Ellen Van Keer", "links": { "alternate": { "href": "https://www.zotero.org/evankeer", "type": "text/html" } } }, "creatorSummary": "Johnson-Roberson", "numChildren": 0 }, "data": { "key": "CHH9B4D3", "version": 36, "itemType": "computerProgram", "title": "Paper Machines", "creators": [ { "creatorType": "programmer", "firstName": "Chris ", "lastName": "Johnson-Roberson" }, { "creatorType": "contributor", "firstName": "Jo", "lastName": "Guldi" } ], "abstractNote": "Paper Machines is an open-source extension for the Zotero bibliographic management software. Its purpose is to allow individual researchers to generate analyses and visualizations of user-provided corpora, without requiring extensive computational resources or technical knowledge.\n\nThis project is a collaboration between historian Jo Guldi and digital ethnomusicologist Chris Johnson-Roberson, graciously supported by Google Summer of Code, the William F. 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That particular example used a small model of 276 poems labeled “ekphrastic” out of a much larger collection. At that point, I was still struggling with how to read the data, which felt overwhelming. How could I organize the relationships between topics and documents in such a way as to see salient connections produced by the model? The intermediate solution was to break the model down into groups of 3 topics and create bar graphs charting the likelihood that each document contained language from each topic. 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