International journal of digital humanities最新文献_第4页

From form to sound 自形至聲: visual and aural representations of premodern Chinese phonology and phonorhetoric with applications for phonetic scripts 从形到声:前现代汉语音韵和音韵的视觉和听觉表现及其对音标的应用

International journal of digital humanities Pub Date : 2022-11-21 DOI: 10.1007/s42803-022-00053-8

Jeffrey R. Tharsen

引用次数: 0

Combining sentiment analysis classifiers to explore multilingual news articles covering London 2012 and Rio 2016 Olympics. 结合情感分析分类器，探索报道 2012 年伦敦奥运会和 2016 年里约奥运会的多语言新闻文章。

International journal of digital humanities Pub Date : 2022-11-16 DOI: 10.1007/s42803-022-00052-9

Caio Mello, Gullal S Cheema, Gaurish Thakkar

{"title":"Combining sentiment analysis classifiers to explore multilingual news articles covering London 2012 and Rio 2016 Olympics.","authors":"Caio Mello, Gullal S Cheema, Gaurish Thakkar","doi":"10.1007/s42803-022-00052-9","DOIUrl":"10.1007/s42803-022-00052-9","url":null,"abstract":"This study aims to present an approach for the challenges of working with Sentiment Analysis (SA) applied to news articles in a multilingual corpus. It looks at the use and combination of multiple algorithms to explore news articles published in English and Portuguese. It presents a methodology that starts by evaluating and combining four SA algorithms (SenticNet, SentiStrength, Vader and BERT, being BERT trained in two datasets) to improve the quality of outputs. A thorough review of the algorithms' limitations is conducted using SHAP, an explainable AI tool, resulting in a list of issues that researchers must consider before using SA to interpret texts. We propose a combination of the three best classifiers (Vader, Amazon BERT and Sent140 BERT) to identify contradictory results, improving the quality of the positive, neutral and negative labels assigned to the texts. Challenges with translation are addressed, indicating possible solutions for non-English corpora. As a case study, the method is applied to the study of the media coverage of London 2012 and Rio 2016 Olympic legacies. The combination of different classifiers has proved to be efficient, revealing the unbalance between the media coverage of London 2012, much more positive, and Rio 2016, more negative.","PeriodicalId":91018,"journal":{"name":"International journal of digital humanities","volume":" ","pages":"1-27"},"PeriodicalIF":0.0,"publicationDate":"2022-11-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9667437/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40504197","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Civil service examination records and political independence in the autonomous northeastern region during the second half of the Tang dynasty (755–907 C.E.) 唐下半叶(755-907年)东北自治区科举记录与政治独立

International journal of digital humanities Pub Date : 2022-10-10 DOI: 10.1007/s42803-022-00054-7

Wenyi Shang, T. Underwood

引用次数: 0

CLG Authorship Analytics: a library for authorship verification CLG作者身份分析:一个用于作者身份验证的库

International journal of digital humanities Pub Date : 2022-10-10 DOI: 10.1007/s42803-022-00051-w

Erwan Moreau, Carl Vogel

引用次数: 0

Developing a sentence level fairness metric using word embeddings. 利用词嵌入开发句子级公平度量。

International journal of digital humanities Pub Date : 2022-10-10 DOI: 10.1007/s42803-022-00049-4

Ahmed Izzidien, Stephen Fitz, Peter Romero, Bao S Loe, David Stillwell

{"title":"Developing a sentence level fairness metric using word embeddings.","authors":"Ahmed Izzidien, Stephen Fitz, Peter Romero, Bao S Loe, David Stillwell","doi":"10.1007/s42803-022-00049-4","DOIUrl":"10.1007/s42803-022-00049-4","url":null,"abstract":"Fairness is a principal social value that is observable in civilisations around the world. Yet, a fairness metric for digital texts that describe even a simple social interaction, e.g., 'The boy hurt the girl' has not been developed. We address this by employing word embeddings that use factors found in a new social psychology literature review on the topic. We use these factors to build fairness vectors. These vectors are used as sentence level measures, whereby each dimension reflects a fairness component. The approach is employed to approximate human perceptions of fairness. The method leverages a pro-social bias within word embeddings, for which we obtain an F1 = 79.8 on a list of sentences using the Universal Sentence Encoder (USE). A second approach, using principal component analysis (PCA) and machine learning (ML), produces an F1 = 86.2. Repeating these tests using Sentence Bidirectional Encoder Representations from Transformers (SBERT) produces an F1 = 96.9 and F1 = 100 respectively. Improvements using subspace representations are further suggested. By proposing a first-principles approach, the paper contributes to the analysis of digital texts along an ethical dimension.","PeriodicalId":91018,"journal":{"name":"International journal of digital humanities","volume":" ","pages":"1-36"},"PeriodicalIF":0.0,"publicationDate":"2022-10-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9549858/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"33544721","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Treating a genre as a database: a digital research methodology for studying Chinese local gazetteers 以体裁为数据库:中文地方志研究的数字化研究方法

International journal of digital humanities Pub Date : 2022-10-06 DOI: 10.1007/s42803-022-00048-5

Shih-Pei Chen, Calvin Yeh, Sean Wang, Qun Che

引用次数: 2

Song authorship attribution: a lyrics and rhyme based approach 歌曲作者归属:基于歌词和韵脚的方法

International journal of digital humanities Pub Date : 2022-09-21 DOI: 10.1007/s42803-022-00050-x

Tunç Yılmaz, Tatjana Scheffler

引用次数: 1

Computational authorship analysis of the homeric poems 荷马诗歌作者身份的计算分析

International journal of digital humanities Pub Date : 2022-07-12 DOI: 10.1007/s42803-022-00046-7

John Pavlopoulos, M. Konstantinidou

引用次数: 1

On uncertain ground: lost landscapes, digital mediation, and site-based research at early Qing Chengde 在不确定的基础上:清初承德的失落景观、数字中介与遗址研究

International journal of digital humanities Pub Date : 2022-07-12 DOI: 10.1007/s42803-022-00047-6

Stephen H. Whiteman

引用次数: 0

Web-history: designing a course, shaping the discipline 网络历史:设计课程，塑造学科

International journal of digital humanities Pub Date : 2022-05-30 DOI: 10.1007/s42803-022-00045-8

N. Povroznik

引用次数: 0