Digital Scholarship in the Humanities最新文献

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Explaining the spatial segregation of ethnic groups in an early industrial city: the case of Vyborg 解释早期工业城市的族群空间分隔:维堡案例
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-04-27 DOI: 10.1093/llc/fqae017
Antti Härkönen
{"title":"Explaining the spatial segregation of ethnic groups in an early industrial city: the case of Vyborg","authors":"Antti Härkönen","doi":"10.1093/llc/fqae017","DOIUrl":"https://doi.org/10.1093/llc/fqae017","url":null,"abstract":"An early industrial town’s spatial segregation is studied using empirical data concerning the Russian population of the town of Vyborg. Several hypotheses for explaining segregation are considered using spatial analysis. The spatial data are derived from historical maps and demographic data from various tax records. Socioeconomic segregation is studied as a possible cause of ethnic segregation. The main drivers of spatial segregation were the explicit policies of segregation enforced by both the Russian military administration and the town’s civilian administration. While the effects of segregation gradually diminished due to social diffusion, the impact of policy decisions driving segregation in the 18th and early 19th centuries was still visible in the population’s later 19th-century segregation. Yet neither the different preferences of Russians and others nor the income differences between areas explains the distribution of Russians. Segregation based on the membership of a guild was insignificant, with a few exceptions. Other factors such as discrimination, prejudice, and differences in housing market information probably contributed to segregation, but they cannot be studied with the data used.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"75 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140809236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Is medieval distant viewing possible? : Extending and enriching annotation of legacy image collections using visual analytics 中世纪远观是否可能:利用视觉分析扩展和丰富传统图像收藏的注释内容
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-04-24 DOI: 10.1093/llc/fqae020
Christofer Meinecke, Estelle Guéville, David Joseph Wrisley, Stefan Jänicke
{"title":"Is medieval distant viewing possible? : Extending and enriching annotation of legacy image collections using visual analytics","authors":"Christofer Meinecke, Estelle Guéville, David Joseph Wrisley, Stefan Jänicke","doi":"10.1093/llc/fqae020","DOIUrl":"https://doi.org/10.1093/llc/fqae020","url":null,"abstract":"Distant viewing approaches have typically used image datasets close to the contemporary image data used to train machine learning models. To work with images from other historical periods requires expert annotated data, and the quality of labels is crucial for the quality of results. Especially when working with cultural heritage collections that contain myriad uncertainties, annotating data, or re-annotating, legacy data is an arduous task. In this paper, we describe working with two pre-annotated sets of medieval manuscript images that exhibit conflicting and overlapping metadata. Since a manual reconciliation of the two legacy ontologies would be very expensive, we aim (1) to create a more uniform set of descriptive labels to serve as a “bridge” in the combined dataset, and (2) to establish a high-quality hierarchical classification that can be used as a valuable input for subsequent supervised machine learning. To achieve these goals, we developed visualization and interaction mechanisms, enabling medievalists to combine, regularize and extend the vocabulary used to describe these, and other cognate, image datasets. The visual interfaces provide experts an overview of relationships in the data going beyond the sum total of the metadata. Word and image embeddings as well as co-occurrences of labels across the datasets enable batch re-annotation of images, recommendation of label candidates, and support composing a hierarchical classification of labels.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"2015 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140801375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Finding common features in multilingual fake news: a quantitative clustering approach 在多语言假新闻中寻找共同特征:一种定量聚类方法
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-04-03 DOI: 10.1093/llc/fqae016
Wei Yuan, Haitao Liu
{"title":"Finding common features in multilingual fake news: a quantitative clustering approach","authors":"Wei Yuan, Haitao Liu","doi":"10.1093/llc/fqae016","DOIUrl":"https://doi.org/10.1093/llc/fqae016","url":null,"abstract":"Since the Internet is a breeding ground for unconfirmed fake news, its automatic detection and clustering studies have become crucial. Most current studies focus on English texts, and the common features of multilingual fake news are not sufficiently studied. Therefore, this article uses English, Russian, and Chinese as examples and focuses on identifying the common quantitative features of fake news in different languages at the word, sentence, readability, and sentiment levels. These features are then utilized in principal component analysis, K-means clustering, hierarchical clustering, and two-step clustering experiments, which achieved satisfactory results. The common features we proposed play a greater role in achieving automatic cross-lingual clustering than the features proposed in previous studies. Simultaneously, we discovered a trend toward linguistic simplification and economy in fake news. Furthermore, fake news is easier to understand and uses negative emotional expressions in ways that real news does not. Our research provides new reference features for fake news detection tasks and facilitates research into their linguistic characteristics.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"4 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-04-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140572969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Retractions in arts and humanities: an analysis of the retraction notices 艺术与人文领域的撤稿:对撤稿通知的分析
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-03-18 DOI: 10.1093/llc/fqad093
Ivan Heibi, Silvio Peroni
{"title":"Retractions in arts and humanities: an analysis of the retraction notices","authors":"Ivan Heibi, Silvio Peroni","doi":"10.1093/llc/fqad093","DOIUrl":"https://doi.org/10.1093/llc/fqad093","url":null,"abstract":"The aim of this work is to understand the retraction phenomenon in the arts and humanities domain through an analysis of the retraction notices—formal documents stating and describing the retraction of a particular publication. The retractions and the corresponding notices are identified using the data provided by Retraction Watch. Our methodology for the analysis combines a metadata analysis and a content analysis (mainly performed using a topic modelling process) of the retraction notices. Considering 343 cases of retraction, we found that many retraction notices are neither identifiable nor findable. In addition, these were not always separated from the original papers, introducing ambiguity in understanding how these notices were perceived by the community (i.e. cited). Also, we noticed that there is no systematic way to write a retraction notice. Indeed, some retraction notices presented a complete discussion of the reasons for retraction, while others tended to be more direct and succinct. We have also reported many notices having similar text while addressing different retractions. We think a further study with a larger collection should be done using the same methodology to confirm and investigate our findings further.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"52 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-03-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140168566","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digital assemblages with AI for creative interpretation of short stories 利用人工智能进行数字组合,创造性地解读短篇小说
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-03-06 DOI: 10.1093/llc/fqad050
Kieran O'Halloran
{"title":"Digital assemblages with AI for creative interpretation of short stories","authors":"Kieran O'Halloran","doi":"10.1093/llc/fqad050","DOIUrl":"https://doi.org/10.1093/llc/fqad050","url":null,"abstract":"I demonstrate an approach fostering inventive interpretation of short stories in Literary Studies and higher education generally. It involves constructing an ‘assemblage’—at its simplest, an evolving network of unusual connections for creative outcome. The assemblage of this article combines freshly located research literature, directly and indirectly related to a story’s themes, and/or the personality type of protagonists. Importantly, this assemblage also utilizes text analysis software revealing the relatively invisible (e.g. (in)frequent words, parts of speech, and topics) and Large Language Model (LLM) Generative AI to enrich the interpretation. The use of all these elements helps productively exceed initial intuitions about the story, facilitating creativity. I model the approach using Edgar Allan Poe’s short story, The Black Cat, whose protagonist is a homicidal psychopath. Specifically, the assemblage here includes relevant software-based research (a corpus analysis of homicidal psychopathic language), non-software-based research (psychoanalytical literary criticism of The Black Cat using the empirically validated concept of transference), text analysis software (WMatrix and Datayze), and the LLM Generative AI, ‘ChatGPT’ (using the freely available LLM GPT-3.5). One use of this approach is as a pedagogy in Literary Studies employing text analysis software (e.g. on a digital stylistics course). Yet given creative adaptability is a key 21st-century skill, with digital literacy—including the use of Generative AI—an important contemporary competence, and with the short story genre universally known, I highlight too the utility of this approach as a university-wide pedagogy for enhancing creative thinking.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"38 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140075469","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using deep learning to analyse the times of the UN Security Council 利用深度学习分析联合国安理会的时间
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-02-29 DOI: 10.1093/llc/fqae009
Tobias Blanke
{"title":"Using deep learning to analyse the times of the UN Security Council","authors":"Tobias Blanke","doi":"10.1093/llc/fqae009","DOIUrl":"https://doi.org/10.1093/llc/fqae009","url":null,"abstract":"This article analyses how digital humanities scholarship can make use of recent advances in deep learning to analyse the temporal relations in an online textual archive. We use transfer learning as well as data augmentation techniques to investigate changes in United Nations Security Council resolutions. Instead of pre-defined periods, as it is common, we target the years directly. Such a text regression task is novel in the digital humanities as far as we can see and has the advantage of speaking directly to historical relations. We present not only very good experimental results but also demonstrate how such text regressions can be interpreted directly and with surrogate topic models.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"70 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-02-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140019758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What drives non-linguists’ hands (or mouse) when drawing mental dialect maps? 在绘制思维方言图时,是什么驱动了非语言学家的双手(或鼠标)?
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-02-27 DOI: 10.1093/llc/fqae003
Péter Jeszenszky, Carina Steiner, Nina von Allmen, Adrian Leemann
{"title":"What drives non-linguists’ hands (or mouse) when drawing mental dialect maps?","authors":"Péter Jeszenszky, Carina Steiner, Nina von Allmen, Adrian Leemann","doi":"10.1093/llc/fqae003","DOIUrl":"https://doi.org/10.1093/llc/fqae003","url":null,"abstract":"In perceptual dialectology, mental mapping is a popular tool used for eliciting attitudes and the spatial imprint of linguistic cognition from non-linguists, through tasking them with drawing about linguistic variations on maps. Despite the popularity of this method, research on the geometrical parameters of the shapes drawn on these maps has been limited. In our study, we utilized 500 mental maps, both digital and hand-drawn, introducing a new digital implementation for mental mapping (source code available). Our contribution presents the first perceptual dialectological outcomes of the ‘Swiss German Dialects in Time and Space’ project, which recorded a socio-demographically balanced corpus containing a large amount of quantitative personal data about participants that represent the entire Swiss German dialect continuum. Our first research question explores how various sociolinguistic variables and other variables related to personal background influence the geometrical parameters of shapes drawn, such as the number of shapes, their coverage of the language area, and their compactness. Statistical modelling reveals that dialect identity plays the most important role, while educational background, urbanity, and regional differences also affect more parameters. The second research question investigates the comparability between hand-drawn and digital mental maps, showing that they are generally comparable in terms of geometrical aspects, with minor limitations due to specific technical considerations in our digital method.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"80 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140019702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Gender relations in Spanish theatre during the Silver Age: a quantitative comparison of works in the Spanish Drama Corpus 白银时代西班牙戏剧中的性别关系:西班牙戏剧语料库作品的定量比较
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-02-27 DOI: 10.1093/llc/fqae007
Monika Dabrowska, María Teresa Santa María Fernández
{"title":"Gender relations in Spanish theatre during the Silver Age: a quantitative comparison of works in the Spanish Drama Corpus","authors":"Monika Dabrowska, María Teresa Santa María Fernández","doi":"10.1093/llc/fqae007","DOIUrl":"https://doi.org/10.1093/llc/fqae007","url":null,"abstract":"One of the many changes witnessed by Spanish society at the beginning of the 20th century was the early reshaping of the role of women, including in the realm of theatre. During the first three decades of the new century, Spanish theatre was thriving, favouring the emergence of new gender roles: there were new female playwrights, professional actresses, stage designers, costume designers, theatre company directors, etc. Against this background, i.e. the awakening of female consciousness, it is worth exploring whether the growing position of women in public life goes hand in hand with a greater presence of female characters in the plays composed at that time. With a view to assessing the position of women in playwriting in the Silver Age of Spanish literature, twenty-five stage plays by nine playwrights written between 1878 and 1936 have been analysed, taken from the Spanish Drama Corpus, which forms part of the DraCor project. The distribution of male and female protagonists on stage and the influence of female presence in dramatic conflict have been traced based on quantitative textual factors. The study thus tests the potential of quantitative methods and their scope for the structural analysis of plays and studies on dramatic corpora from a gender perspective.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"223 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140019744","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Disentangling semantic and prosodic features of English poetry 解构英语诗歌的语义和韵律特征
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-02-27 DOI: 10.1093/llc/fqae008
Wenyi Shang, Ted Underwood
{"title":"Disentangling semantic and prosodic features of English poetry","authors":"Wenyi Shang, Ted Underwood","doi":"10.1093/llc/fqae008","DOIUrl":"https://doi.org/10.1093/llc/fqae008","url":null,"abstract":"The distinction between genre and form is still contested in literary studies. While scholars associated with the New Formalism are criticized for perceiving everything as a form, digital humanists tend to argue that everything is a genre. In this research, we employed machine learning models to classify 36,635 English poems in the Chadwyck-Healey Literature Collections into twenty-seven categories, focusing on their semantic features (lexicons) and prosodic features (meters and rhymes) independently. Our findings reveal that different categories of poetry are distinguished by different groups of characteristics, without a clear-cut division between those driven predominantly by semantic features and those driven predominantly by prosodic features. Instead, poetry categories manifest a combination of semantic and prosodic elements, spanning a spectrum of different strengths in both domains. These findings suggest that the colloquial distinction between “genre” and “form” is based on real differences between poetic categories, although those differences may not be quite as crisply binary as the vocabulary implies.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"48 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140019592","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Whose Anthropocene?: a data-driven look at the prospects for collaboration between natural science, social science, and the humanities 谁的人类世:以数据为导向审视自然科学、社会科学和人文学科之间的合作前景
IF 0.8 3区 文学
Digital Scholarship in the Humanities Pub Date : 2024-02-09 DOI: 10.1093/llc/fqae004
Carlos Santana, Kathryn Petrozzo, T J Perkins
{"title":"Whose Anthropocene?: a data-driven look at the prospects for collaboration between natural science, social science, and the humanities","authors":"Carlos Santana, Kathryn Petrozzo, T J Perkins","doi":"10.1093/llc/fqae004","DOIUrl":"https://doi.org/10.1093/llc/fqae004","url":null,"abstract":"Although the idea of the Anthropocene originated in the earth sciences, there have been increasing calls for questions about the Anthropocene to be addressed by pan-disciplinary groups of researchers from across the natural sciences, social sciences, and humanities. We use data analysis techniques from corpus linguistics to examine academic texts about the Anthropocene from these disciplinary families. We read the data to suggest that barriers to a broadly interdisciplinary study of the Anthropocene are high, but we are also able to identify some areas of common ground that could serve as interdisciplinary bridges.","PeriodicalId":45315,"journal":{"name":"Digital Scholarship in the Humanities","volume":"19 1","pages":""},"PeriodicalIF":0.8,"publicationDate":"2024-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139758892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"文学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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