人工智能与偏见:挑战、影响和补救

Q4 Social Sciences
Alfonso Min
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引用次数: 0

摘要

本文研究了人工智能(AI)系统中算法偏差的多方面问题,并探讨了其伦理和人权影响。该研究包括对人工智能偏见、其原因和潜在补救措施的全面分析,特别关注其对个人和边缘化社区的影响。这项研究的主要目标是审查算法偏见的概念,评估其伦理和人权影响,确定其原因和机制,评估其社会影响,探索缓解战略,并审查解决这一关键问题的监管和社区驱动方法。本研究采用多学科方法,借鉴文献综述、案例研究和伦理分析。它综合了来自学术论文、政府报告和行业指南的见解,以构建对算法偏见及其后果的全面概述。这篇研究论文强调了解决算法偏见的紧迫性,因为它引发了深刻的伦理和人权问题。它倡导采用综合方法,涵盖技术、伦理、监管和社区驱动的维度,以确保人工智能技术在我们日益人工智能驱动的世界中尊重个人和社区的权利和尊严。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Artifical Intelligence and Bias: Challenges, Implications, and Remedies
This paper investigates the multifaceted issue of algorithmic bias in artificial intelligence (AI) systems and explores its ethical and human rights implications. The study encompasses a comprehensive analysis of AI bias, its causes, and potential remedies, with a particular focus on its impact on individuals and marginalized communities. The primary objectives of this research are to examine the concept of algorithmic bias, assess its ethical and human rights implications, identify its causes and mechanisms, evaluate its societal impact, explore mitigation strategies, and examine regulatory and community-driven approaches to address this critical issue. The research employs a multidisciplinary approach, drawing from literature reviews, case studies, and ethical analyses. It synthesizes insights from academic papers, governmental reports, and industry guidelines to construct a comprehensive overview of algorithmic bias and its ramifications. This research paper underscores the urgency of addressing algorithmic bias, as it raises profound ethical and human rights concerns. It advocates for comprehensive approaches, spanning technical, ethical, regulatory, and community-driven dimensions, to ensure that AI technologies respect the rights and dignity of individuals and communities in our increasingly AI-driven world.
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来源期刊
Journal of Social Research and Policy
Journal of Social Research and Policy Social Sciences-Sociology and Political Science
CiteScore
0.30
自引率
0.00%
发文量
0
审稿时长
8 weeks
期刊介绍: Welfare states have made well-being one of the main focuses of public policies. Social policies entail, however, complicated, and sometimes almost insurmountable, issues of prioritization, measurement, problem evaluation or strategic and technical decision making concerning aim-setting or finding the most adequate means to ends. Given the pressures to effectiveness it is no wonder that the last several decades have witnessed the imposition of research-based social policies as standard as well as the development of policy-oriented research methodologies. Legitimate social policies are, in this context, more and more dependent on the accurate use of diagnostic methods, of sophisticated program evaluation approaches, of benchmarking and so on. Inspired by this acute interest, our journal aims to host primarily articles based on policy research and methodological approaches of policy topics. Our journal is open to sociologically informed contributions from anthropologists, psychologists, statisticians, economists, historians and political scientists. General theoretical papers are also welcomed if do not deviate from the interests stated above. The editors also welcome reviews of books that are relevant to the topics covered in the journal.
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