Explainable Artificial Intelligence (XAI) approaches for transparency and accountability in financial decision-making
Recently, there has been a growing trend in incorporating Artificial Intelligence (AI) into
financial decision-making, prompting concerns about the transparency and accountability of …
financial decision-making, prompting concerns about the transparency and accountability of …
[HTML][HTML] Applications of explainable artificial intelligence in finance—a systematic review of finance, information systems, and computer science literature
Digitalization and technologization affect numerous domains, promising advantages but
also entailing risks. Hence, when decision-makers in highly-regulated domains like Finance …
also entailing risks. Hence, when decision-makers in highly-regulated domains like Finance …
From black boxes to transparent machines: the quest for explainable AI
S Akhai - Available at SSRN 4390887, 2023 - papers.ssrn.com
Artificial Intelligence (AI) has made remarkable progress in recent years and has become an
indispensable tool for many applications. However, one major limitation of AI is its lack of …
indispensable tool for many applications. However, one major limitation of AI is its lack of …
Exploring explainable ai in the financial sector: Perspectives of banks and supervisory authorities
O Kuiper, M van den Berg, J van der Burgt… - Artificial Intelligence and …, 2022 - Springer
Explainable artificial intelligence (xAI) is seen as a solution to making AI systems less of a
“black box”. It is essential to ensure transparency, fairness, and accountability–which are …
“black box”. It is essential to ensure transparency, fairness, and accountability–which are …
A comprehensive survey of explainable artificial intelligence (xai) methods: Exploring transparency and interpretability
Artificial Intelligence (AI) is undergoing a significant transformation. In recent years, the
deployment of AI models, from Analytical to Cognitive and Generative AI, has become …
deployment of AI models, from Analytical to Cognitive and Generative AI, has become …
[PDF][PDF] Ethical implication of artificial intelligence (AI) adoption in financial decision making
OS Owolabi, PC Uche, NT Adeniken… - Computer and …, 2024 - researchgate.net
The integration of artificial intelligence (AI) into the financial sector has raised ethical
concerns that need to be addressed. This paper analyzes the ethical implications of using AI …
concerns that need to be addressed. This paper analyzes the ethical implications of using AI …
Explainable AI in Data Science-Enhancing Model Interpretability and Transparency
P Thunki, SRB Reddy, M Raparthi… - African Journal of …, 2021 - africansciencegroup.com
Explainable Artificial Intelligence (AI) is gaining prominence as a critical component of data
science, particularly in contexts where decision-making is complex and impacts are …
science, particularly in contexts where decision-making is complex and impacts are …
[HTML][HTML] Audience-Dependent explanations for AI-Based risk management tools: a survey
Artificial Intelligence (AI) is one of the most sought-after innovations in the financial industry.
However, with its growing popularity, there also is the call for AI-based models to be …
However, with its growing popularity, there also is the call for AI-based models to be …
A type-2 fuzzy logic approach to explainable AI for regulatory compliance, fair customer outcomes and market stability in the global financial sector
J Adams, H Hagras - … conference on fuzzy systems (FUZZ-IEEE …, 2020 - ieeexplore.ieee.org
The field of Artificial Intelligence (AI) is enjoying unprecedented success and is dramatically
transforming the landscape of the financial services industry. However, there is a strong …
transforming the landscape of the financial services industry. However, there is a strong …
Towards explainable artificial intelligence in banking and financial services
A Hanif - arXiv preprint arXiv:2112.08441, 2021 - arxiv.org
Artificial intelligence (AI) enables machines to learn from human experience, adjust to new
inputs, and perform human-like tasks. AI is progressing rapidly and is transforming the way …
inputs, and perform human-like tasks. AI is progressing rapidly and is transforming the way …