Article

An Evidential Neural Network Framework with Gaussian Random Fuzzy Numbers for Multi-Disease Risk Prediction and Uncertainty Quantification

2025-12-10

Abstract excerpt

<title>Abstract</title> <p>Nigeria faces an increasing dual burden of communicable and non-communicable diseases. Cardiovascular disorders, diabetes, malaria, and kidney disease together account for more than two-thirds of hospital admissions. Although interest in advanced predictive systems is growing, many current models overlook correlated clinical features and fail to quantify prediction uncertainty. This stu...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: f1ef5e07-5b0b-5b68-a031-8bbacf6f7d36
DOI: 10.21203/rs.3.rs-8189478/v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

An Evidential Neural Network Framework with Gaussian Random Fuzzy Numbers for Multi-Disease Risk Prediction and Uncertainty QuantificationDOI 10.21203/rs.3.rs-8189478/v1Read

Developing Deep Learning Continuous Risk Models for Early Adverse Event Prediction in Electronic Health Records: an AKI Case StudySemantic proximity Read

EvolveFNN: An interpretable framework for early detection using longitudinal electronic health record dataSemantic proximity Read

Evaluation Framework for Security of Internet of Health Things System : Integrating AHP-COBRA Method with Probabilistic Uncertain Linguistic q-Rung Orthopair FuzzySemantic proximity Read

Kolmogorov-Arnold Network for Atherosclerotic Cardiovascular Disease Risk PredictionSemantic proximity Read

Enhanced Diagnosis of the COVID-19 Behaviour Using the Rough Set Theory and Genetic AlgorithmsSemantic proximity Read

An Explainable Maximum Expected Utility-Optimized Ensemble for Early Prediction of Gestational Diabetes MellitusSemantic proximity Read

RAGNet: Transformer-GNN-Enhanced Cox–Logistic Hybrid Model for Rheumatoid Arthritis Risk PredictionSemantic proximity Read

Integration of the Wang & Mendel Algorithm into the Application of Fuzzy Expert Systems to Intelligent Clinical Decision Support SystemsSemantic proximity Read

Multimodal Decision Support System for Improved Diagnosis and Healthcare Decision MakingSemantic proximity Read

Development of Machine Learning Model for Diagnostic Disease Prediction Based on Laboratory TestsSemantic proximity Read

An interpretable mortality prediction model for COVID-19 patients – alternative approachSemantic proximity Read

Bayesian Logical Neural Networks for Human-Centered Applications in MedicineSemantic proximity Read