A mutation‐based approach (MBA) to rebalance defect datasets improves recall, particularly in cross‐project prediction, but increases false alarms and does not consistently enhance MCC or AUC. These findings highlight both the potential and limitations of mutation‐based rebalancing in software defect prediction.
Dinçer Güner +2 more
wiley +1 more source
Closed-Set Heterogeneous Domain Adaptation for IoT Intrusion Detection: An Anchor-Based Benchmark Across Single- and Multi-Source Transfer. [PDF]
Chizari M +3 more
europepmc +1 more source
We present a new formulation for protein flexibility and learn protein motions from sparse experimental data.Proteins move and deform to ensure their biological functions. Despite significant progress in protein structure prediction, approximating conformational ensembles under physiological conditions remains a fundamental open problem.
Valentin Lombard +3 more
wiley +1 more source
Revocable and Traceable Decentralized ABE for P2P Networks. [PDF]
Gao D, Xu H, Qian S.
europepmc +1 more source
Are we there yet? Reliable occupancy modeling from AI‐labeled trail camera data
Even low false‐positive rates in AI‐labeled camera‐trap data can bias occupancy estimates, particularly for rare species. Our results show that false positive informed occupancy models can substantially improve inference, underscoring the need to evaluate AI classifiers according to the assumptions of downstream ecological analyses.
Mohamed Khalil Meliane +2 more
wiley +1 more source
Hybrid Multimodal Surrogate Modeling and Uncertainty-Aware Co-Design for L-PBF Ti-6Al-4V with Nanomaterials-Informed Morphology Proxies. [PDF]
Hossain RB +5 more
europepmc +1 more source
Miners' Reward Elasticity and Stability of Competing Proof‐of‐Work Cryptocurrencies
ABSTRACT Proof‐of‐Work cryptocurrencies employ miners to sustain the system through algorithmic reward adjustments. We develop a stochastic model of the multicurrency mining and identify conditions for stable transaction speeds. Bitcoin's algorithm requires hash supply elasticity <$<$1 for stability, while ASERT remains stable for any elasticity and ...
Kohei Kawaguchi +2 more
wiley +1 more source
Data-based clustering in prediction of cervical cancer DNA methylation using pan-cancer genetic and clinical data. [PDF]
Pai N, Rao JS.
europepmc +1 more source
Medical Knowledge Integration Into Reinforcement Learning Algorithms for Dynamic Treatment Regimes
Summary The goal of precision medicine is to provide individualised treatment at each stage of chronic diseases, a concept formalised by dynamic treatment regimes (DTR). These regimes adapt treatment strategies based on decision rules learned from clinical data to enhance therapeutic effectiveness.
Sophia Yazzourh +3 more
wiley +1 more source
BAAR: A framework for blockchain-based anonymous and revocable user authentication scheme. [PDF]
Ahmed M, Ahmad A, Zeshan F, Akram S.
europepmc +1 more source

