Harnessing the Power of Machine Learning to Prevent Gender-Based Violence: Using Big Data Techniques to Enhance Research on Violence Against Women.

IF 1.7 3区 社会学 Q1 WOMENS STUDIES Violence Against Women Pub Date : 2026-03-01 Epub Date: 2025-02-18 DOI:10.1177/10778012251319701
Lisa M Thompson Lee, Angela Moore, Christine Crossland
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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.

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利用机器学习的力量预防基于性别的暴力:利用大数据技术加强对妇女暴力行为的研究。
部分由于1994年的《对妇女施暴法》及其重新授权,有关对妇女施暴事件的数据越来越容易获得。技术促进了在线论坛和社交媒体平台上数据和定性经验的共享,这导致对数据挖掘和机器学习算法等分析工具的需求不断增长,以处理这些大规模数据源。本研究报告概述了大数据技术在暴力侵害妇女行为研究中的应用,并有助于讨论人工智能在暴力侵害妇女行为研究领域的伦理问题。
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来源期刊
Violence Against Women
Violence Against Women WOMENS STUDIES-
CiteScore
4.10
自引率
4.50%
发文量
142
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.
期刊最新文献
Sex Differences in the Association Between Childhood Cyberbullying Victimization and College Sexual Assault: Moderating Roles of Parental Monitoring and Relationship with Deviant Peers. "A Fire in My Belly": The Health of Community Workers Who Support Women Survivors of Intimate Partner Violence. The Social Response to Survivors of Attempted Intimate Partner Homicide. Trajectories of Physical Violence Against Latinas and Black Women: The Protective Role of Parents, Neighborhoods, and Schools. Harnessing the Power of Machine Learning to Prevent Gender-Based Violence: Using Big Data Techniques to Enhance Research on Violence Against Women.
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