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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jannatul Maua

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Open access Sep 2026

An integrated explainable AI framework with counterfactual optimization for decision support

Artificial intelligence is increasingly used to support managerial decision-making in domains such as human resource management and customer relationship management; however, the lack of transparency in complex predictive models limits their practical adoption. This paper proposes a counterfactual-guided explainable ar...

N. Jahan, Jannatul Maua, Uland Rozario et al. · 0 citations
Open access 2026

A Two-Stage Adversarial Defense Architecture for Robust Fraud Detection on Imbalanced Financial Data

This paper proposes a unified dual-defense framework that jointly integrates adversarial training with a denoising autoencoder (DAE)-based filtering mechanism, specifically designed for imbalanced tabular financial data under adversarial conditions, and explicitly targets adversarial robustness in financial fraud detec...

M. Javeed, Jannatul Maua, M. Mridha et al. · 0 citations
Open access 2026

Hierarchical Graph Federated Learning for Cross-Domain Intelligent Transportation Networks

Experiments demonstrate that HG-FL achieves superior performance compared to centralized, flat federated, and graph-only baselines, and highlight the framework’s scalability, robustness, and effectiveness in achieving cross-domain generalization and service-level assurance within privacy-preserving ITS environments.

Mohammed Saad Javeed, Jannatul Maua, Md Shafiq Ullah et al. · 0 citations

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