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Author

Sayantan Banerjee

2 papers indexed here

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Preprint Sep 2026

Noise-adjusted turnover in estimated networks

Economic networks are often estimated separately over two periods, and changes in their edge sets are interpreted as structural rewiring. Since both networks are estimated, observed turnover also reflects graph-selection error. We study the two-snapshot Hamming-turnover functional under a homogeneous edge-misclassifica...

Sultan Amed, Sayantan Banerjee · 0 citations
#machine learning Preprint Sep 2026

FedIncome: Federated Learning for Income Estimation in Digital Lending Under Data Sovereignty Constraints

FedIncome is introduced, a federated learning framework for income estimation that enables institutions to train a shared model without pooling raw borrower records and improves out-of-time performance across all sample-size groups, with the largest gains for data-scarce clients.

Sultan Amed, Tanmay Sen, Sayantan Banerjee · 0 citations

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