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INTERNATIONAL JOURNAL OF SCIENTIFIC DEVELOPMENT AND RESEARCH International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2455-2631 | Impact factor: 8.15 | ESTD Year: 2016 open access , Peer-reviewed, and Refereed Journals, Impact factor 8.15 |
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| Paper Title: | Addressing Bias and Fairness Issues in Artificial Intelligence |
| Authors Name: | Pragya Gupta |
| Unique Id: | IJSDR2309008 |
| Published In: | Volume 8 Issue 9, September-2023 |
| Abstract: | This paper explores the multifaceted aspects of bias in AI, encompassing its types, sources, implications, and mitigation strategies. Drawing on real-world examples, it delves into reporting bias, selection bias, group attribution bias, and implicit bias, highlighting their impact on societal inequalities and marginalized groups. The reinforcement of historical biases in AI training data perpetuates discrimination and hampers progress towards equality. The paper discusses quantitative measures like disparate impact and demographic parity, while emphasizing the vital role of qualitative assessments and human evaluators in identifying bias. Furthermore, it explores strategies for addressing bias, such as diverse training data, in-processing and post-processing models, and algorithmic debiasing techniques. The article also underscores interdisciplinary collaboration, ethical considerations, and regulatory standards as essential components of building fair and accountable AI systems. Lastly, it outlines future directions for research, including adaptive algorithms, intersectional fairness, inclusive development, and robust ethical frameworks, aiming to guide AI towards equitable and responsible advancement. |
| Keywords: | artificial intelligence, bias, fairness, algorithmic bias, machine learning, societal inequalities, diversity, ethical frameworks. |
| Cite Article: | "Addressing Bias and Fairness Issues in Artificial Intelligence", International Journal of Science & Engineering Development Research (www.ijsdr.org), ISSN:2455-2631, Vol.8, Issue 9, page no.44 - 48, September-2023, Available :http://www.ijsdr.org/papers/IJSDR2309008.pdf |
| Downloads: | 000251444 |
| Publication Details: | Published Paper ID: IJSDR2309008 Registration ID:208402 Published In: Volume 8 Issue 9, September-2023 DOI (Digital Object Identifier): Page No: 44 - 48 Publisher: IJSDR | www.ijsdr.org ISSN Number: 2455-2631 |
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