Bounced Check Risk Prediction via Multi-Objective Hyperparameter Optimization: Balancing Macro F1 and Business Uplift

Biyiklioǧlu, Erkal; Karamanli, Hakan; Memiş, Emir Çetin; Drias, Yassine; Çakar, Tuna; Ertuǧrul, Seyit; Kaya, Kerem

doi:10.1109/ISDFS69419.2026.11459117

Bounced Check Risk Prediction via Multi-Objective Hyperparameter Optimization: Balancing Macro F1 and Business Uplift

Date

2026-03-19

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Publisher

Institute of Electrical and Electronics Engineers Inc.

Keywords

Check Risk Modeling, Cost-Sensitive Learning, Bounced Check Prediction, Segment-Based Modeling, Imbalanced Classification, Business Utility Optimization, Operational Risk Analytics, Decision Threshold Optimization, Risk Screening

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Proceedings of the International Symposium on Digital Forensics and Security, ISDFS -- 14th International Symposium on Digital Forensics and Security, ISDFS 2026 -- 19 March 2026 through 20 March 2026 -- Boston -- 222184

Issue

2026

URI

https://hdl.handle.net/20.500.11779/3815
https://doi.org/10.1109/ISDFS69419.2026.11459117

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Bounced Check Risk Prediction via Multi-Objective Hyperparameter Optimization: Balancing Macro F1 and Business Uplift

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