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                <text>Faculty Publications</text>
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              <text>Lakshmanjani, Pillada Naga; Rangasamy, Sangeetha</text>
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              <text>Role of AI in Computational Risk Modeling of Financial Stability and Portfolio Risk: A New Perspective</text>
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              <text>01-01-2025</text>
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              <text>Computational Modelling Approaches to FinTech Innovation;pp.139-161</text>
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              <text>&lt;a href="https://doi.org/10.2174/9798898810818125010010" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.2174/9798898810818125010010&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105025274368?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105025274368?origin=resultslist&lt;/a&gt;</text>
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              <text>Lakshmanjani P.N., School of Business and Management, CHRIST, Deemed University, Karnataka, Bengaluru, 560029, India; Rangasamy S., School of Business and Management, CHRIST, Deemed University, Karnataka, Bengaluru, 560029, India</text>
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              <text>The need to assess climate change-related risks and their impact on the financial stability of banks is imperative. Innovations in technology, especially AI andML algorithms, have improved the efficiency and accuracy of risk analysis models. The obstacle for banks is assessing the climate risk exposure due to their lending portfolio. The climate data are uncertain and unavailable, and the granularity of the data is questionable. To overcome these issues, in this chapter, a hybrid risk predictive model is proposed. It uses a combination of ResNet-50 (to analyze and quantify spatial image data) and CoViaR (risk prediction) models. Using the ResNet-50 model, a climate change risk score is developed from images and feature extraction, which is correlated with the emission volume of the borrower firms. Then, using the proposed model, the impact of climate change-related risk on the lending portfolio is evaluated to understand the financial stability of banks through capital.  2025, Bentham Books imprint.</text>
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              <text>AI predictive risk modeling; Artificial intelligence; Capital reserves; Climate change risk score; Climate data; CoViaR; Hybrid model; Lending portfolio; Portfolio risk; Risk analysis model; Spatial image data; Temperature maps; VaR</text>
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              <text>Bentham Science Publishers</text>
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              <text>ISBN: 979-889881081-8; 979-889881083-2;</text>
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              <text>online</text>
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