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                <text>Faculty Publications</text>
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              <text>Abhijith, E.; Ramasamy, Gobi; Saravanan, K.N.</text>
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              <text>Dynamic Financial Portfolio Optimization Using Temporal Convolutional Networks and Real-Time Data Analysis</text>
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              <text>01-01-2025</text>
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              <text>Proceedings of 2025 International Conference on Emerging Technologies in Computing and Communication, ETCC 2025;</text>
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              <text>&lt;a href="https://doi.org/10.1109/ETCC65847.2025.11108346" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1109/ETCC65847.2025.11108346&lt;/a&gt; &lt;br /&gt;&lt;br /&gt;&lt;a href="https://www.scopus.com/pages/publications/105015832167?origin=resultslist" target="_blank" rel="noreferrer noopener"&gt;https://www.scopus.com/pages/publications/105015832167?origin=resultslist&lt;/a&gt;</text>
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              <text>Abhijith E., Department of Computer Science, Christ University, Bangalore, India; Ramasamy G., Department of Computer Science, Christ University, Bangalore, India; Saravanan K.N., Department of Computer Science, Christ University, Bangalore, India</text>
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              <text>This paper presents an integrated framework for AI-driven portfolio optimization combining temporal convolutional networks (TCNs) with conditional value-at-risk (CVaR) minimization. Our system processes real-time market data through an automated pipeline implementing volatility-adjusted feature engineering and walk-forward validation. The architecture employs dilated causal convolutions for temporal pattern extraction combined with Ledoit-Wolf shrinkage covariance estimation for robust portfolio optimization. Experimental results demonstrate an 18.7% annualized return with 22.3% volatility, outperforming traditional mean-variance optimization by 14.2% in risk-adjusted returns. The implementation addresses key challenges in numerical stability and computational efficiency through eigenvalue clamping and gradient checkpointing. 2025 IEEE.</text>
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              <text>algorithmic trading; Portfolio optimization; real-time data analysis; risk management; temporal convolutional networks</text>
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              <text>Institute of Electrical and Electronics Engineers Inc.</text>
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              <text>ISBN: 979-833152476-0;</text>
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              <text>Restricted Access; Hardcopy may be available in the library</text>
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