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Articles published on Machine Learning Approach

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39911 Search results
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  • New
  • Research Article
  • 10.1016/j.cor.2025.107278
Hybrid modelling using simulation and machine learning in healthcare.
  • Jan 1, 2026
  • Computers & operations research
  • Ali Ahmadi + 2 more

Hybrid modelling using simulation and machine learning in healthcare.

  • New
  • Research Article
  • 10.1016/j.oceaneng.2025.123777
Prediction of local scour beneath vibrating submarine pipelines subjected to waves and currents based on CFD and machine learning approach
  • Jan 1, 2026
  • Ocean Engineering
  • Yang Shi + 4 more

Prediction of local scour beneath vibrating submarine pipelines subjected to waves and currents based on CFD and machine learning approach

  • New
  • Research Article
  • 10.2320/matertrans.mt-y2025008
Identification of Strengthening Factors in Hot-Rolled Dual Phase PM Ti-Fe Alloys by a Machine Learning Approach
  • Jan 1, 2026
  • MATERIALS TRANSACTIONS
  • Ayane Hirako + 5 more

Identification of Strengthening Factors in Hot-Rolled Dual Phase PM Ti-Fe Alloys by a Machine Learning Approach

  • New
  • Research Article
  • 10.1016/j.aeue.2025.156094
A dual layer SIW based microwave sensor for microplastic detection with enhanced sensitivity and machine learning approach
  • Jan 1, 2026
  • AEU - International Journal of Electronics and Communications
  • Imran Basha Syed + 4 more

A dual layer SIW based microwave sensor for microplastic detection with enhanced sensitivity and machine learning approach

  • New
  • Research Article
  • 10.1016/j.colsurfa.2025.138916
Surface roughness prediction of laser-polished 3D-printed polylactic acid parts: A combined experimental and machine learning approach
  • Jan 1, 2026
  • Colloids and Surfaces A: Physicochemical and Engineering Aspects
  • Mahmut Özer

Surface roughness prediction of laser-polished 3D-printed polylactic acid parts: A combined experimental and machine learning approach

  • New
  • Research Article
  • 10.1016/j.engappai.2025.113014
Predictive models for dynamic properties of soils using machine learning approaches: A comprehensive review
  • Jan 1, 2026
  • Engineering Applications of Artificial Intelligence
  • Samira Ghorbanzadeh + 3 more

Predictive models for dynamic properties of soils using machine learning approaches: A comprehensive review

  • New
  • Research Article
  • 10.1016/j.jtrangeo.2025.104472
Spatial heterogeneity and multimodal complementarity in travel behavior resilience under extreme rainfall: A machine learning approach
  • Jan 1, 2026
  • Journal of Transport Geography
  • Na Zhao + 3 more

Spatial heterogeneity and multimodal complementarity in travel behavior resilience under extreme rainfall: A machine learning approach

  • New
  • Research Article
  • Cite Count Icon 1
  • 10.1016/j.fuel.2025.136115
Prediction and optimization of coal ash flow temperature using machine learning approaches
  • Jan 1, 2026
  • Fuel
  • Xia Liu + 7 more

Prediction and optimization of coal ash flow temperature using machine learning approaches

  • New
  • Research Article
  • 10.1016/j.measurement.2025.119043
Flow anomaly detection in harsh industrial environments: A data analytics & machine learning approach
  • Jan 1, 2026
  • Measurement
  • Abdallah Moubayed

Flow anomaly detection in harsh industrial environments: A data analytics & machine learning approach

  • New
  • Research Article
  • 10.1002/aorn.70000
Predicting Postoperative Outcomes in Lower Gastrointestinal Surgery: A Machine Learning Approach Using Electronic Health Records.
  • Jan 1, 2026
  • AORN journal
  • Lu-Yen Anny Chen + 2 more

As surgical care becomes more complex, artificial intelligence offers promising opportunities to improve patient outcomes. This study investigated the use of machine learning to predict postoperative complications and the length of hospital stay in patients undergoing lower gastrointestinal surgery. We analyzed the operative electronic health records of 771 patients using Support Vector Machine models. The results indicate that patients' preoperative factors, such as age and the number of diagnoses, are significant predictors of postoperative complications. Precisely, an increased number of diagnoses correlates with increased complications and an elongated length of hospital stay. The Support Vector Machine model achieved a cross-validation accuracy of 75.56% in complication prediction. Integrating predictive models into practice can support early risk identification and targeted care. These findings highlight the potential of artificial intelligence in perioperative care and underscore the need for additional research to refine predictive models in nursing practice.

  • New
  • Research Article
  • Cite Count Icon 1
  • 10.1016/j.saa.2025.126767
Investigation of dielectric studies of paracetamol-diethylamine solutions: Experimental and machine learning approach.
  • Jan 1, 2026
  • Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
  • P M Prajapati + 4 more

Investigation of dielectric studies of paracetamol-diethylamine solutions: Experimental and machine learning approach.

  • New
  • Research Article
  • 10.1016/j.jsbmb.2025.106887
Integrative bioinformatics and transcriptomic analysis identifies biomarkers in Polycystic Ovary Syndrome through machine learning approach.
  • Jan 1, 2026
  • The Journal of steroid biochemistry and molecular biology
  • Harshini Senthilkumar + 1 more

Integrative bioinformatics and transcriptomic analysis identifies biomarkers in Polycystic Ovary Syndrome through machine learning approach.

  • New
  • Research Article
  • 10.1016/j.envres.2025.123104
The interplay of urban landscape and PM2.5 exposure disparities: A machine learning approach in Shandong, China
  • Jan 1, 2026
  • Environmental Research
  • Rizwan Muhammad + 2 more

The interplay of urban landscape and PM2.5 exposure disparities: A machine learning approach in Shandong, China

  • New
  • Research Article
  • 10.1016/j.eswa.2025.128884
Towards screening of children students with autism spectrum disorder based on executive functions with serious game and machine learning approaches
  • Jan 1, 2026
  • Expert Systems with Applications
  • Sara Raquel Araujo Leal Martins + 5 more

Towards screening of children students with autism spectrum disorder based on executive functions with serious game and machine learning approaches

  • New
  • Research Article
  • 10.1016/j.eswa.2025.128979
Exploratory analysis and prognostication of multimorbidity trajectories in middle-aged and elderly populations: A machine learning approach
  • Jan 1, 2026
  • Expert Systems with Applications
  • Li Yao + 4 more

Exploratory analysis and prognostication of multimorbidity trajectories in middle-aged and elderly populations: A machine learning approach

  • New
  • Research Article
  • 10.1016/j.matcom.2025.05.022
Capacity estimation of Lithium-ion batteries through a Machine Learning approach
  • Jan 1, 2026
  • Mathematics and Computers in Simulation
  • Simone Barcellona + 5 more

Capacity estimation of Lithium-ion batteries through a Machine Learning approach

  • New
  • Research Article
  • 10.1016/j.matlet.2025.139263
Predicting the magnetic behaviour of CoFeNi high entropy alloys: Reducing experimental dependency through machine learning approaches
  • Jan 1, 2026
  • Materials Letters
  • Sandeep Jain + 8 more

Predicting the magnetic behaviour of CoFeNi high entropy alloys: Reducing experimental dependency through machine learning approaches

  • New
  • Research Article
  • 10.1016/j.saa.2025.126661
Urine-based Raman markers for prostate cancer diagnosis: A machine learning approach using fingerprint and lipid spectral region.
  • Jan 1, 2026
  • Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
  • Przemysław Mitura + 5 more

Urine-based Raman markers for prostate cancer diagnosis: A machine learning approach using fingerprint and lipid spectral region.

  • New
  • Research Article
  • 10.1016/j.biombioe.2025.108426
Characterization and pyrolysis kinetic modelling of lignocellulosic waste from rambutan seeds: A machine learning approach
  • Jan 1, 2026
  • Biomass and Bioenergy
  • Balkis Hazmi + 6 more

Characterization and pyrolysis kinetic modelling of lignocellulosic waste from rambutan seeds: A machine learning approach

  • New
  • Research Article
  • 10.1016/j.jedc.2025.105207
Drivers of firm-level tail dependence: A machine learning approach
  • Jan 1, 2026
  • Journal of Economic Dynamics and Control
  • Thomas Conlon + 2 more

Drivers of firm-level tail dependence: A machine learning approach

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