[ { "key": "9KDWUU6T", "version": 598, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/9KDWUU6T", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/9KDWUU6T", "type": "text/html" } }, "meta": { "createdByUser": { "id": 792993, "username": "asteino", "name": "Ayla Stein Kenfield", "links": { "alternate": { "href": "https://www.zotero.org/asteino", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Hu et al.", "numChildren": 0 }, "data": { "key": "9KDWUU6T", "version": 598, "itemType": "journalArticle", "title": "Interactive Topic Modeling", "creators": [ { "creatorType": "author", "firstName": "Yuening", "lastName": "Hu" }, { "creatorType": "author", "firstName": "Jordan", "lastName": "Boyd-Graber" }, { "creatorType": "author", "firstName": "Brianna", "lastName": "Satinoff" } ], "abstractNote": "", "publicationTitle": "Machine Learning Journal", "publisher": "", "place": "", "date": "Under Review", "volume": "", "issue": "", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "huInteractiveTopicModelingUnderReview", "url": "http://www.umiacs.umd.edu/~jbg/docs/mlj_2013_itm.pdf", "accessDate": "", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "", "callNumber": "0011", "rights": "", "extra": "00213", "tags": [ { "tag": "/unread", "type": 1 }, { "tag": "⛔ No DOI found", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2012-11-03T16:15:59Z", "dateModified": "2025-02-12T21:19:53Z" } }, { "key": "H7PTFRWE", "version": 599, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/H7PTFRWE", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/H7PTFRWE", "type": "text/html" } }, "meta": { "createdByUser": { "id": 792993, "username": "asteino", "name": "Ayla Stein Kenfield", "links": { "alternate": { "href": "https://www.zotero.org/asteino", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Hu et al.", "parsedDate": "2011", "numChildren": 0 }, "data": { "key": "H7PTFRWE", "version": 599, "itemType": "conferencePaper", "title": "Interactive Topic Modeling", "creators": [ { "creatorType": "author", "firstName": "Yuening", "lastName": "Hu" }, { "creatorType": "author", "firstName": "Jordan", "lastName": "Boyd-Graber" }, { "creatorType": "author", "firstName": "Brianna", "lastName": "Satinoff" } ], "abstractNote": "", "proceedingsTitle": "Association for Computational Linguistics", "conferenceName": "", "publisher": "", "place": "", "date": "2011", "eventPlace": "", "volume": "", "issue": "", "numberOfVolumes": "", "pages": "", "series": "", "seriesNumber": "", "DOI": "", "ISBN": "", "citationKey": "huInteractiveTopicModeling2011", "url": "http://www.umiacs.umd.edu/~jbg/docs/itm.pdf", "accessDate": "", "ISSN": "", "archive": "", "archiveLocation": "Portland, Oregon", "shortTitle": "", "language": "en", "libraryCatalog": "", "callNumber": "0011", "rights": "", "extra": "00213", "tags": [ { "tag": "/unread", "type": 1 }, { "tag": "⛔ No DOI found", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2012-11-03T16:14:27Z", "dateModified": "2025-02-12T21:19:52Z" } }, { "key": "53MWZUWW", "version": 599, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/53MWZUWW", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/53MWZUWW", "type": "text/html" } }, "meta": { "createdByUser": { "id": 251384, "username": "tripst3r", "name": "Trip Kirkpatrick", "links": { "alternate": { "href": "https://www.zotero.org/tripst3r", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Luhn", "parsedDate": "1957-10", "numChildren": 0 }, "data": { "key": "53MWZUWW", "version": 599, "itemType": "journalArticle", "title": "A statistical approach to mechanized encoding and searching of literary information", "creators": [ { "creatorType": "author", "firstName": "H. P.", "lastName": "Luhn" } ], "abstractNote": "Written communication of ideas is carried out on the basis of statistical probability in that a writer chooses that level of subject specificity and that combination of words which he feels will convey the most meaning. Since this process varies among individuals and since similar ideas are therefore relayed at differ- ent levels of specificity and by means of different words, the problem of literature searching by machines still presents major difficulties. A statistical approach to this problem will be outlined and the various steps of a system based on this approach will be described. Steps include the statistical analysis of a collection of documents in a field of interest, the establishment of a set of \"notions\" and the vocabulary by which they are expressed, the compilation of a thesaurus-type dictionary and index, the automatic encoding of docu- ments by machine with the aid of such a dictionary, the encoding of topological notations (such as branched structures), the recording of the coded information, the establishment of a searching pattern for finding pertinent information, and the programming of appropriate machines to carry out a search.", "publicationTitle": "IBM journal of research and development", "publisher": "", "place": "", "date": "October 1957", "volume": "1", "issue": "4", "section": "", "partNumber": "", "partTitle": "", "pages": "309–317", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1147/rd.14.0309", "citationKey": "luhnStatisticalApproachMechanized1957", "url": "http://web.stanford.edu/class/linguist289/luhn57.pdf", "accessDate": "2016-04-15T14:44:22Z", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "", "callNumber": "", "rights": "", "extra": "00839 \nHistory of topic modeling", "tags": [ { "tag": "/unread", "type": 1 }, { "tag": "Electrical engineering", "type": 1 }, { "tag": "Electronic data processing", "type": 1 }, { "tag": "Electronics", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2016-04-15T14:44:22Z", "dateModified": "2025-02-12T21:19:52Z" } }, { "key": "C29MM9QF", "version": 599, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/C29MM9QF", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/C29MM9QF", "type": "text/html" } }, "meta": { "createdByUser": { "id": 251384, "username": "tripst3r", "name": "Trip Kirkpatrick", "links": { "alternate": { "href": "https://www.zotero.org/tripst3r", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Blei", "parsedDate": "2012-04", "numChildren": 1 }, "data": { "key": "C29MM9QF", "version": 599, "itemType": "journalArticle", "title": "Probabilistic Topic Models", "creators": [ { "creatorType": "author", "firstName": "David M.", "lastName": "Blei" } ], "abstractNote": "Surveying a suite of algorithms that offer a solution to managing large document archives.", "publicationTitle": "Commun. ACM", "publisher": "", "place": "", "date": "April 2012", "volume": "55", "issue": "4", "section": "", "partNumber": "", "partTitle": "", "pages": "77–84", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "10.1145/2133806.2133826", "citationKey": "bleiProbabilisticTopicModels2012", "url": "http://doi.acm.org/10.1145/2133806.2133826", "accessDate": "2016-04-15T15:01:39Z", "PMID": "", "PMCID": "", "ISSN": "0001-0782", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "ACM Digital Library", "callNumber": "", "rights": "", "extra": "01097", "tags": [ { "tag": "/unread", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2016-04-15T15:01:39Z", "dateModified": "2023-12-20T11:52:31Z" } }, { "key": "G8VK2UC9", "version": 599, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/G8VK2UC9", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/G8VK2UC9", "type": "text/html" } }, "meta": { "createdByUser": { "id": 353499, "username": "mjockers", "name": "Matthew Jockers", "links": { "alternate": { "href": "https://www.zotero.org/mjockers", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Block and (Newman)", "parsedDate": "2006-01", "numChildren": 1 }, "data": { "key": "G8VK2UC9", "version": 599, "itemType": "journalArticle", "title": "Doing More with Digitization", "creators": [ { "creatorType": "author", "firstName": "Sharon", "lastName": "Block" }, { "creatorType": "author", "firstName": "", "lastName": "(Newman)" } ], "abstractNote": "2006 article on use of TM in historical research--good early article (secretly co-authored with David Newman)", "publicationTitle": "Common-Place", "publisher": "", "place": "", "date": "January 2006", "volume": "6", "issue": "2", "section": "", "partNumber": "", "partTitle": "", "pages": "", "series": "", "seriesTitle": "", "seriesText": "", "journalAbbreviation": "", "DOI": "", "citationKey": "blockDoingMoreDigitization2006", "url": "http://www.common-place-archives.org/vol-06/no-02/tales/", "accessDate": "2012-09-27T20:12:52Z", "PMID": "", "PMCID": "", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "Common-Place", "callNumber": "0003", "rights": "", "extra": "00000", "tags": [ { "tag": "/unread", "type": 1 }, { "tag": "⛔ No DOI found", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2012-09-27T20:12:52Z", "dateModified": "2023-12-20T11:52:31Z" } }, { "key": "RCNHAX9V", "version": 598, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/RCNHAX9V", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/RCNHAX9V", "type": "text/html" } }, "meta": { "createdByUser": { "id": 2090952, "username": "nle42", "name": "Nickoal Eichmann-Kalwara", "links": { "alternate": { "href": "https://www.zotero.org/nle42", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Ardanuy et al.", "parsedDate": "2016-09-05", "numChildren": 2 }, "data": { "key": "RCNHAX9V", "version": 598, "itemType": "conferencePaper", "title": "Person-Centric Mining of Historical Newspaper Collections", "creators": [ { "creatorType": "author", "firstName": "Mariona Coll", "lastName": "Ardanuy" }, { "creatorType": "author", "firstName": "Jürgen", "lastName": "Knauth" }, { "creatorType": "author", "firstName": "Andrei", "lastName": "Beliankou" }, { "creatorType": "author", "firstName": "Maarten van den", "lastName": "Bos" }, { "creatorType": "author", "firstName": "Caroline", "lastName": "Sporleder" } ], "abstractNote": "We present a text mining environment that supports entity-centric mining of terascale historical newspaper collections. Information about entities and their relation to each other is often crucial for historical research. However, most text mining tools provide only very basic support for dealing with entities, typically at most including facilities for entity tagging. Historians, on the other hand, are typically interested in the relations between entities and the contexts in which these are mentioned. In this paper, we focus on person entities. We provide an overview of the tool and describe how person-centric mining can be integrated in a general-purpose text mining environment. We also discuss our approach for automatically extracting person networks from newspaper archives, which includes a novel method for person name disambiguation, which is particularly suited for the newspaper domain and obtains state-of-the-art disambiguation results.", "proceedingsTitle": "Research and Advanced Technology for Digital Libraries", "conferenceName": "International Conference on Theory and Practice of Digital Libraries", "publisher": "Springer, Cham", "place": "", "date": "2016/09/05", "eventPlace": "", "volume": "", "issue": "", "numberOfVolumes": "", "pages": "320-331", "series": "", "seriesNumber": "", "DOI": "10.1007/978-3-319-43997-6_25", "ISBN": "", "citationKey": "ardanuyPersonCentricMiningHistorical2016", "url": "https://link.springer.com/chapter/10.1007/978-3-319-43997-6_25", "accessDate": "2017-05-24T01:58:58Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "link.springer.com", "callNumber": "", "rights": "", "extra": "00000", "tags": [ { "tag": "/unread", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2017-05-24T01:58:58Z", "dateModified": "2023-12-20T11:52:31Z" } }, { "key": "INNTX7BH", "version": 598, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/INNTX7BH", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/INNTX7BH", "type": "text/html" } }, "meta": { "createdByUser": { "id": 2090952, "username": "nle42", "name": "Nickoal Eichmann-Kalwara", "links": { "alternate": { "href": "https://www.zotero.org/nle42", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Fernando et al.", "parsedDate": "2016-09-05", "numChildren": 2 }, "data": { "key": "INNTX7BH", "version": 598, "itemType": "conferencePaper", "title": "ArchiveWeb: Collaboratively Extending and Exploring Web Archive Collections", "creators": [ { "creatorType": "author", "firstName": "Zeon Trevor", "lastName": "Fernando" }, { "creatorType": "author", "firstName": "Ivana", "lastName": "Marenzi" }, { "creatorType": "author", "firstName": "Wolfgang", "lastName": "Nejdl" }, { "creatorType": "author", "firstName": "Rishita", "lastName": "Kalyani" } ], "abstractNote": "Curated web archive collections contain focused digital contents which are collected by archiving organizations to provide a representative sample covering specific topics and events to preserve them for future exploration and analysis. In this paper, we discuss how to best support collaborative construction and exploration of these collections through the ArchiveWeb system. ArchiveWeb has been developed using an iterative evaluation-driven design-based research approach, with considerable user feedback at all stages. This paper describes the functionalities of our current prototype for searching, constructing, exploring and discussing web archive collections, as well as feedback on this prototype from seven archiving organizations, and our plans for improving the next release of the system.", "proceedingsTitle": "Research and Advanced Technology for Digital Libraries", "conferenceName": "International Conference on Theory and Practice of Digital Libraries", "publisher": "Springer, Cham", "place": "", "date": "2016/09/05", "eventPlace": "", "volume": "", "issue": "", "numberOfVolumes": "", "pages": "107-118", "series": "", "seriesNumber": "", "DOI": "10.1007/978-3-319-43997-6_9", "ISBN": "", "citationKey": "fernandoArchiveWebCollaborativelyExtending2016", "url": "https://link.springer.com/chapter/10.1007/978-3-319-43997-6_9", "accessDate": "2017-05-24T01:58:47Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "ArchiveWeb", "language": "en", "libraryCatalog": "link.springer.com", "callNumber": "", "rights": "", "extra": "00002", "tags": [ { "tag": "/unread", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2017-05-24T01:58:47Z", "dateModified": "2023-12-20T11:52:31Z" } }, { "key": "EUWVNDJB", "version": 598, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/EUWVNDJB", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/EUWVNDJB", "type": "text/html" } }, "meta": { "createdByUser": { "id": 2090952, "username": "nle42", "name": "Nickoal Eichmann-Kalwara", "links": { "alternate": { "href": "https://www.zotero.org/nle42", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Zellhöfer", "parsedDate": "2016-09-05", "numChildren": 2 }, "data": { "key": "EUWVNDJB", "version": 598, "itemType": "conferencePaper", "title": "Exploring Large Digital Libraries by Multimodal Criteria", "creators": [ { "creatorType": "author", "firstName": "David", "lastName": "Zellhöfer" } ], "abstractNote": "Digital library (DL) support for different information seeking strategies (ISS) has not evolved as fast as their amount of offered stock or presentation quality. However, several studies argue for the support of explorative ISS in conjunction to the directed query-response paradigm. Hence, this paper presents a primarily explorative research system prototype for metadata harvesting allowing multimodal access to DL stock for researchers during the research idea development phase, i.e., while the information need (IN) is vague. To address evolving INs, the prototype also allows ISS transitions, e.g., to OPACs, if accuracy is needed.As its second contribution, the paper presents a curated data set for digital humanities researchers that is automatically enriched with metadata derived by different algorithms including content-based image features. The automatic enrichment of originally bibliographic metadata is needed to support the exploration of large metadata stock as traditional metadata does not always address vague INs.The presented proof of concept clearly shows that use case-specific metadata facilitates the interaction with large metadata corpora.", "proceedingsTitle": "Research and Advanced Technology for Digital Libraries", "conferenceName": "International Conference on Theory and Practice of Digital Libraries", "publisher": "Springer, Cham", "place": "", "date": "2016/09/05", "eventPlace": "", "volume": "", "issue": "", "numberOfVolumes": "", "pages": "307-319", "series": "", "seriesNumber": "", "DOI": "10.1007/978-3-319-43997-6_24", "ISBN": "", "citationKey": "zellhoferExploringLargeDigital2016", "url": "https://link.springer.com/chapter/10.1007/978-3-319-43997-6_24", "accessDate": "2017-05-24T01:58:55Z", "ISSN": "", "archive": "", "archiveLocation": "", "shortTitle": "", "language": "en", "libraryCatalog": "link.springer.com", "callNumber": "", "rights": "", "extra": "00000", "tags": [ { "tag": "/unread", "type": 1 } ], "collections": [], "relations": {}, "dateAdded": "2017-05-24T01:58:55Z", "dateModified": "2023-12-20T11:52:31Z" } }, { "key": "4JZJZJW7", "version": 598, "library": { "type": "group", "id": 85759, "name": "Digital Humanities Topic Modeling", "links": { "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling", "type": "text/html" } } }, "links": { "self": { "href": "https://api.zotero.org/groups/85759/items/4JZJZJW7", "type": "application/json" }, "alternate": { "href": "https://www.zotero.org/groups/digital_humanities_topic_modeling/items/4JZJZJW7", "type": "text/html" } }, "meta": { "createdByUser": { "id": 2090952, "username": "nle42", "name": "Nickoal Eichmann-Kalwara", "links": { "alternate": { "href": "https://www.zotero.org/nle42", "type": "text/html" } } }, "lastModifiedByUser": { "id": 4985, "username": "mcburton", "name": "", "links": { "alternate": { "href": "https://www.zotero.org/mcburton", "type": "text/html" } } }, "creatorSummary": "Batista-Navarro et al.", "parsedDate": "2016-09-05", "numChildren": 2 }, "data": { "key": "4JZJZJW7", "version": 598, "itemType": "conferencePaper", "title": "A Text Mining Framework for Accelerating the Semantic Curation of Literature", "creators": [ { "creatorType": "author", "firstName": "Riza", "lastName": "Batista-Navarro" }, { "creatorType": "author", "firstName": "Jennifer", "lastName": "Hammock" }, { "creatorType": "author", "firstName": "William", "lastName": "Ulate" }, { "creatorType": "author", "firstName": "Sophia", "lastName": "Ananiadou" } ], "abstractNote": "The Biodiversity Heritage Library is the world’s largest digital library of biodiversity literature. Currently containing almost 40 million pages, the library can be explored with a search interface employing keyword-matching, which unfortunately fails to address issues brought about by ambiguity. Helping alleviate these issues are tools that automatically attach semantic metadata to documents, e.g., biodiversity concept recognisers. However, gold standard, semantically annotated textual corpora are critical for the development of these advanced tools. In the biodiversity domain, such corpora are almost non-existent especially since the construction of semantically annotated resources is typically a time-consuming and laborious process. Aiming to accelerate the development of a corpus of biodiversity documents, we propose a text mining framework that hastens curation through an iterative feedback-loop process of (1) manual annotation, and (2) training and application of statistical concept recognition models. 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