Original Research
Published
Diffusion-augmented contrastive learning for diabetic retinopathy severity classification
Ali Abidalkareem · Ali K. Ibrahim · Hanqi Zhuang
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1932259
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Showing 20 articles
Original Research
Published
High performance white blood cell classification using ensemble CNNs with Monte Carlo dropout and conformal prediction for clinical uncertainty quantification
Shahid Mehmood · Abeer A. K. Alharbi · Mona Alkhattabi · Muhammad Adnan Khan · Muhammad Amir Khan
Frontiers in Medicine
doi 10.3389/fmed.2026.1959061
Original Research
Published
Reliability-aware ensemble recommendation for open-network commerce: a dual-metric framework for jointly evaluating ranking accuracy and serving correctness
Rish Praveen S · Vani Rajasekar
Frontiers in Big Data
doi 10.3389/fdata.2026.1911540
Original Research
Published
Optimizing temperature prediction in automotive lithium-ion battery discharge cycles using machine learning and SHAP analysis
Anuj Prajapati · Sandeep G. Thorat · Gajanan Pradhan · Swapnil Gund · Prashant Paraye · Vardan Singh
Frontiers in Mechanical Engineering
doi 10.3389/fmech.2026.1949090
Original Research
Published
DepressNet: an interpretable machine learning framework for depression severity stratification using psychometric data
Anika Rahman · Fahmid Al Farid · Md Humaion Kabir Mehedi · Jia Uddin · Hezerul Bin Abdul Karim
Frontiers in Computer Science
doi 10.3389/fcomp.2026.1901490
Original Research
Published
Explainable AI for phishing URL detection: a Bayesian-optimized stacking ensemble framework with SHAP-guided feature learning
Hafiz Aziz Khan · Sonia Akter · Abdur Rahman Lindon · Taslima Akter · Iftekhar Rasul · Mamunur Rahman · Nasrin Akter Tohfa · Iftekhar Hossain
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1854934
Original Research
Published
IoT-enabled ensemble learning for sustainable wastewater valorization: a fuzzy goal programming approach with multi-objective optimization
Jame Sibiniyaz John · Ezhilmaran Devarasan
Frontiers in Applied Mathematics and Statistics
doi 10.3389/fams.2026.1932938
Original Research
Published
An XGBoost–logistic regression hybrid stacking model for breast cancer outcome prediction
Oyetayo Oyebisi · Winnie Chacha · Femi Amoyedo
Frontiers in Applied Mathematics and Statistics
doi 10.3389/fams.2026.1931146
Original Research
Published
Hierarchical spectral ensemble with physics-informed augmentation for global water quality retrieval from hyperspectral remote sensing
Amirthalakshmi TM · Hemanth S · Ganesan PV · Rahul SG · Gayathri M
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1860176
Original Research
Published
Multi-objective optimization of HDPE pyrolysis oil–diesel blends across variable compression ratios: an integrated experimental and ensemble learning approach
Satayu Travadi · Dattatraya Subhedar
Frontiers in Chemical Engineering
doi 10.3389/fceng.2026.1891010
Original Research
Published
Interpretable AI for neural signal decoding in dementia: an EEG ensemble approach to differential diagnosis
Fawad Muhammad · Irfan Ahmed Usmani · Muhammad Aamir · Mai Alduailij · Mehrez Marzougui · Rab Nawaz
Frontiers in Neuroinformatics
doi 10.3389/fninf.2026.1902549
Original Research
Published
Ensemble learning-based soil moisture monitoring and sustainable irrigation management for Internet of Agricultural Things
Somnath Bera · Tanushree Dey · Anirbit Sengupta · Anwesha Mukherjee · Debashis De
Frontiers in the Internet of Things
doi 10.3389/friot.2026.1870523
Original Research
Published
Enhancing IoT botnet detection with explainable ensemble learning
Linda Joseph · Sambath M. · Vivekanandan M.
Frontiers in Big Data
doi 10.3389/fdata.2026.1811967
Original Research
Published
A comparative performance analysis of ensemble learning and regularized neural networks in cardiovascular risk prediction
Golam Md Mohiuddin · Md Shakil Hossain · Md Shohel Sayeed
Frontiers in Medical Technology
doi 10.3389/fmedt.2026.1902471
Original Research
Published
Neutrosophic soft-computing ensemble for high-accuracy satellite image scene classification
Ezhilmaran Devarasan · Maxime Mahieu Josse · Sm Arun · V. Vishal · Bapathu Koushika · Abhyuday Singh · Jenisha Rachel
Frontiers in Remote Sensing
doi 10.3389/frsen.2026.1882437
Original Research
Published
Development of a deep learning model for intussusception using point-of-care ultrasound
Anand Thyagachandran · Brian Lefchak · Hema A. Murthy · Kelly R. Bergmann · Manu Madhok
Frontiers in Radiology
doi 10.3389/fradi.2026.1812587
Original Research
Published
A hybrid deep feature-ensemble learning framework for robust tomato leaf disease classification using DenseNet121-EfficientNetB0 integration and SMOTE-optimize multi-classifier
Omobayo Ayokunle Esan · Dorcas Oladayo Esan
Frontiers in Horticulture
doi 10.3389/fhort.2026.1762580
Original Research
Published
A hybrid neural network integrating attention mechanism for time series and non-time series multi-factor electric vehicle energy consumption prediction
Wenqiang Zhang · Ruisheng Chai · Mingzhe Li · Yashuang Mu · Peng Li · Mitsuo Gen
Frontiers in Industrial Engineering
doi 10.3389/fieng.2026.1769776
Original Research
Published
A systematic study on the integration of MRI connectivity metrics for Alzheimer's diagnosis, staging, and cognitive decline prediction
Shahzad Ali · Wendy Kreshpa · Nicola Rosso · Michele Piana · Luca Roccatagliata · Alessio Cirone · Lorenzini Luigi · Cristina Campi · Matteo Pardini · Sara Garbarino
Frontiers in Neuroimaging
doi 10.3389/fnimg.2026.1746464
Original Research
Published
Cross-modal privacy-preserving synthesis and mixture-of-experts ensemble for robust ASD prediction
J. Revathy · Karthiga M.
Frontiers in Neuroinformatics
doi 10.3389/fninf.2025.1679196