Lisa M Thompson Lee, Angela Moore, Christine Crossland
{"title":"Harnessing the Power of Machine Learning to Prevent Gender-Based Violence: Using Big Data Techniques to Enhance Research on Violence Against Women.","authors":"Lisa M Thompson Lee, Angela Moore, Christine Crossland","doi":"10.1177/10778012251319701","DOIUrl":null,"url":null,"abstract":"<p><p>Data on incidents involving violence against women is becoming increasingly accessible, thanks in part to the Violence Against Women Act of 1994 and its reauthorizations. Technology facilitates the sharing of data and qualitative experiences in online forums and social media platforms, which has led to growing demand for analytical tools like data mining and machine learning algorithms to handle these large-scale data sources. This research note provides an overview of the application of big data techniques to research on violence against women and contributes to the discussion on ethical concerns for artificial intelligence in the violence against women research field.</p>","PeriodicalId":23606,"journal":{"name":"Violence Against Women","volume":" ","pages":"10778012251319701"},"PeriodicalIF":2.3000,"publicationDate":"2025-02-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Violence Against Women","FirstCategoryId":"90","ListUrlMain":"https://doi.org/10.1177/10778012251319701","RegionNum":3,"RegionCategory":"社会学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"WOMENS STUDIES","Score":null,"Total":0}
引用次数: 0
Abstract
Data on incidents involving violence against women is becoming increasingly accessible, thanks in part to the Violence Against Women Act of 1994 and its reauthorizations. Technology facilitates the sharing of data and qualitative experiences in online forums and social media platforms, which has led to growing demand for analytical tools like data mining and machine learning algorithms to handle these large-scale data sources. This research note provides an overview of the application of big data techniques to research on violence against women and contributes to the discussion on ethical concerns for artificial intelligence in the violence against women research field.
期刊介绍:
Violence against Women is an international, interdisciplinary journal dedicated to the publication of research and information on all aspects of the problem of violence against women. The journal assumes a broad definition of violence; topics to be covered include, but are not limited to, domestic violence, sexual assault, incest, sexual harassment, female infantcide, female circumcision, and female sexual slavery.