Author

W. Karwowski

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#artificial intelligence Preprint Sep 2026

A Decision-Support Audit Protocol for Supervision Drift in Proxy-Labeled Credit-Risk Prediction

Credit-risk models are trained on proxy labels and deployed under temporal and segment change, yet no single transfer metric separates base-rate shift, probability-scale shift, and feature-label relationship change. We contribute a design-science artifact: a locked, multi-signal audit protocol for supervision drift in...

Mehrdad Shoeibi, Muhammad Shabanpour, W. Karwowski et al. · 0 citations

Review Open access 2026

Brain-Computer Interface versus Brain-Computer Interaction

The terms “brain-computer interface” and “brain-computer interaction” are closely related, but they emphasize different aspects of brain-computer systems. The ongoing misinterpretation of these terms has impeded the accurate classification of applications and research studies, making this clarification essential for ad...

Erman Çakıt, W. Karwowski · AHFE International · 1 citation

Open access 2026

A Data Stream Approach to Predicting Risk: An Incremental Learning Model

An incremental recurrent learning framework for adverse-event count prediction is developed and evaluated in a field study of human-social-infrastructure projects in Afghanistan and demonstrates that incremental recurrent learning can support adaptive risk monitoring when adverse-event distributions change over time.

Donghui Shi, Ji-Fei Cheng, Ya-Kun Sun et al. · IEEE Access · 0 citations