Algorithmic bias: Social science research integration through the 3-D Dependable AI Framework

IF 6.3 2区心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY

Current Opinion in Psychology Pub Date : 2024-07-01 DOI:10.1016/j.copsyc.2024.101836

Kalinda Ukanwa

引用次数: 0

Abstract

Algorithmic bias has emerged as a critical challenge in the age of responsible production of artificial intelligence (AI). This paper reviews recent research on algorithmic bias and proposes increased engagement of psychological and social science research to understand antecedents and consequences of algorithmic bias. Through the lens of the 3-D Dependable AI Framework, this article explores how social science disciplines, such as psychology, can contribute to identifying and mitigating bias at the Design, Develop, and Deploy stages of the AI life cycle. Finally, we propose future research directions to further address the complexities of algorithmic bias and its societal implications.

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算法偏见：通过三维可靠人工智能框架整合社会科学研究

在负责任地生产人工智能（AI）的时代，算法偏见已成为一项严峻挑战。本文回顾了有关算法偏见的最新研究，并建议加强心理学和社会科学研究的参与，以了解算法偏见的前因后果。通过 3-D 可依赖人工智能框架的视角，本文探讨了心理学等社会科学学科如何在人工智能生命周期的设计、开发和部署阶段为识别和减少偏见做出贡献。最后，我们提出了未来的研究方向，以进一步解决算法偏见的复杂性及其社会影响。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

Current Opinion in Psychology PSYCHOLOGY, MULTIDISCIPLINARY-

CiteScore

12.10

自引率

3.40%

发文量

293

审稿时长

53 days

期刊介绍： Current Opinion in Psychology is part of the Current Opinion and Research (CO+RE) suite of journals and is a companion to the primary research, open access journal, Current Research in Ecological and Social Psychology. CO+RE journals leverage the Current Opinion legacy of editorial excellence, high-impact, and global reach to ensure they are a widely-read resource that is integral to scientists' workflows. Current Opinion in Psychology is divided into themed sections, some of which may be reviewed on an annual basis if appropriate. The amount of space devoted to each section is related to its importance. The topics covered will include: * Biological psychology * Clinical psychology * Cognitive psychology * Community psychology * Comparative psychology * Developmental psychology * Educational psychology * Environmental psychology * Evolutionary psychology * Health psychology * Neuropsychology * Personality psychology * Social psychology