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                <text>Faculty Publications</text>
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              <text>Singh, Ajay; Sharma, Ambu; Kumar, Pawan; Taneja, Sanjay; Bhatnagar, Mukul</text>
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              <text>Deep Learning for Uncovering of Fraud: A Design for Automated Financial Protection</text>
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              <text>Lecture Notes in Networks and Systems;Volume;1464 LNNS;pp.393-403</text>
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              <text>Singh A., Christ (Deemed to be University), Karnataka, Bengaluru, India; Sharma A., Chandigarh University, Chandigarh, India; Kumar P., Graphic Era Deemed to be University, Dehradun, India; Taneja S., Graphic Era Deemed to be University, Dehradun, India; Bhatnagar M., Graphic Era Deemed to be University, Dehradun, India</text>
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              <text>Leveraging the unparalleled adaptability and hierarchical feature stratification capabilities of deep learning, this study constructs a sophisticated framework for fraud detection, seamlessly integrating convolution and recurrent neural architectures with advanced anomaly detection algorithms to decode complex, nonlinear transactional patterns within heterogeneous financial datasets, thereby enabling real-time fraud identification while addressing pivotal challenges of algorithmic interpretability, adversarial resilience, regulatory compliance, scalability, and data confidentiality, ultimately redefining the paradigm of automated financial security in an increasingly digitized global economy.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2026.</text>
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              <text>Artificial intelligence; Deep learning; Financial security; Machine learning and fraud detection; Neural network; Robust</text>
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              <text>Springer Science and Business Media Deutschland GmbH</text>
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              <text>ISSN: 23673370; ISBN: 978-981967519-7;</text>
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