Frontiers in Big Data | Machine Learning and Artificial Intelligence

Original Research

Published on 20 Aug 2026

A cognitively inspired feature-level fusion framework for interpretable retail sales forecasting using integration of extreme gradient boost machine, artificial neural network and attention mechanism model

in Machine Learning and Artificial Intelligence

Munienge Mbodila
Omobayo Ayokunle Esan

Frontiers in Big Data

doi 10.3389/fdata.2026.1889044

466 views

Original Research

Published on 17 Aug 2026

Benchmarking retrieval augmented generation LLMs for Arabic noise robustness

in Machine Learning and Artificial Intelligence

Saleh Almohaimeed
Abdulrahman Alabduljabbar
Mousa Jari
Mohammed Alkhowaiter
Saad Almohaimeed
Mohamad Mahmoud Al Rahhal

Frontiers in Big Data

doi 10.3389/fdata.2026.1884673

579 views

Original Research

Accepted on 14 Aug 2026

Fine-Tuning Multilingual Sentence Transformers for Low-Resource Skill-Concept Matching across Kazakh, Russian and English

in Machine Learning and Artificial Intelligence

Sandugash Serikbayeva
Madina Sambetbayeva
Valiya Ramazanova
Aigerim Yerimbetova
Zhanar Lamasheva
Zhanna Sadirmekova
Ardak Batyrkhanov
Yersaiyn Mailybayev

Frontiers in Big Data

202 views

Original Research

Accepted on 11 Aug 2026

Reconstruction Aware Urban Crime Analytics from Incomplete Judicial Records Using Heterogeneous Graph Temporal Imputation

in Machine Learning and Artificial Intelligence

Wen Xu
Yong Dai
Qi Zhang
Keyu Chen
Sanxia Zeng

Frontiers in Big Data

263 views

Original Research

Accepted on 07 Aug 2026

Data-Driven Adaptive Hybrid Models for Exchange Rate Return Forecasting

in Machine Learning and Artificial Intelligence

OLUMIDE SUNDAY SUNDAY ADESINA
Lawrence Ogecgukwu Obokoh

Frontiers in Big Data

324 views

Hypothesis and Theory

Published on 05 Aug 2026

Differentiated memory and scientific cognition in AI research agents

in Machine Learning and Artificial Intelligence

Diego F. Cuadros
Abdoul-Aziz Maiga
Sid Thatham
Alvaro Ortiz
Margaret Powers-Fletcher
Ming Tang

Frontiers in Big Data

doi 10.3389/fdata.2026.1916523

691 views

Original Research

Accepted on 28 Jul 2026

Study of Deep Learning Cues for Cross Linguistic Part Of Speech Tagging in English– Malayalam Code-Mixed Data

in Machine Learning and Artificial Intelligence

Parvathy Padmakumar
Shreya Nair
Prajisha AK
Thara S

Frontiers in Big Data

411 views

Original Research

Published on 16 Jul 2026

Machine learning approach for predicting the severity risk of obstructive sleep apnea syndrome

in Machine Learning and Artificial Intelligence

Qi Wang
Xiaoyu Yang
Shuran Xu
Haohao Wu
Guixuan Wang
Huixian Liu
Ronghua Chen
Fengming Xu
Cheng Wang
Kang Du

Frontiers in Big Data

doi 10.3389/fdata.2026.1832790

910 views

Original Research

Published on 09 Jul 2026

Noise-robust temporal–spectral fusion transformers for EEG-based cognitive state classification in aviation environments

in Machine Learning and Artificial Intelligence

Quynh Anh Nguyen
Nam Anh Dao
Long Nguyen

Frontiers in Big Data

doi 10.3389/fdata.2026.1837706

840 views

Original Research

Published on 08 Jul 2026

Evolutionary multi-agent reinforcement learning for crisis-aware demographic policy optimization

in Machine Learning and Artificial Intelligence

Anton V. Dozhdikov
Arseniy M. Sitkovskiy

Frontiers in Big Data

doi 10.3389/fdata.2026.1842233

1,093 views

Original Research

Published on 16 Jun 2026

Measuring the impact of virtualization and containerization on the environment when using GPUs for processing the AI models

in Machine Learning and Artificial Intelligence

Safaa Hriez
Mohammad Haikal

Frontiers in Big Data

doi 10.3389/fdata.2026.1838191

1,112 views

Original Research

Published on 11 Jun 2026

Data field theory: a geometric framework for learning on Riemannian manifolds with synthetic validation and limitation analysis

in Machine Learning and Artificial Intelligence

Mohammadreza Nehzati

Frontiers in Big Data

doi 10.3389/fdata.2026.1752468

4,872 views

Correction

Published on 10 Jun 2026

Correction: Explainable gradient convolutional vector fuzzy pattern analysis based on ensemble model for facial expression recognition

in Machine Learning and Artificial Intelligence

Lakshmi Sarvani Videla
Babu Reddy Mukamalla

Frontiers in Big Data

doi 10.3389/fdata.2026.1883246

790 views

Original Research

Published on 09 Jun 2026

When uncertainty guides learning: a highly effective approach to kidney disease classification in CT imaging

in Machine Learning and Artificial Intelligence

Muslima Akter
Fahmid Al Farid
Md Yousuf Ahmad
Md Azad Hossain Raju
Sowad Rahman
Jia Uddin
Hezerul Bin Abdul Karim

Frontiers in Big Data

doi 10.3389/fdata.2026.1825213

1,303 views

Original Research

Published on 05 Jun 2026

TCMB: cross-model multi-level cross-attention network with Taylor-based loss for multimodal fake news detection

in Machine Learning and Artificial Intelligence

Santosh Kumar Banbhrani

Frontiers in Big Data

doi 10.3389/fdata.2026.1796969

1,734 views

Systematic Review

Published on 15 May 2026

The role of statistical methods and artificial intelligence in inventory management for manufacturing industries: a systematic literature review

in Machine Learning and Artificial Intelligence

Arvia Dwi Royani
Mahfud Sholihin
Dewi Dewi
Novika Novika
Annisa Sorayya
Wahyu Nur Hanifah
Rizki Ramadhani Arif Trilana
Paolina Buton

Frontiers in Big Data

doi 10.3389/fdata.2026.1799073

2,717 views
1 citation

Original Research

Published on 12 May 2026

Cheatomaly: weakly supervised video anomaly ranking for exam cheating detection using vision transformers

in Machine Learning and Artificial Intelligence

El Mehdi Alaoui Mrani
Anas Bouayad
Khalid Fardousse

Frontiers in Big Data

doi 10.3389/fdata.2026.1817120

1,550 views

Hypothesis and Theory

Published on 11 May 2026

Optimizing large-scale graph database ingestion through edge value ranking: a proposed framework

in Machine Learning and Artificial Intelligence

Phanindra Reddy Madduru
Bijo Thomas

Frontiers in Big Data

doi 10.3389/fdata.2026.1768571

1,592 views

Methods

Published on 11 May 2026

A longitudinal multimodal big data infrastructure for precision poultry monitoring

in Machine Learning and Artificial Intelligence

Daniel Essien
Yashan Dhaliwal
Suresh Neethirajan

Frontiers in Big Data

doi 10.3389/fdata.2026.1821612

1,847 views
1 citation

Original Research

Published on 08 May 2026

Explainable gradient convolutional vector fuzzy pattern analysis based on ensemble model for facial expression recognition

in Machine Learning and Artificial Intelligence

Lakshmi Sarvani Videla
Babu Reddy Mukamalla

Frontiers in Big Data

doi 10.3389/fdata.2026.1807184

1,280 views

Original Research

Published on 08 May 2026

Detection and classification of lung cancer using sequential hybridization of CNN and RNN type architectures

in Machine Learning and Artificial Intelligence

Maheswari Vutukuri
Parveen Sultana Habibullah

Frontiers in Big Data

doi 10.3389/fdata.2026.1786859

1,360 views

Systematic Review

Published on 24 Apr 2026

The designing of a transparent hybrid machine learning framework for water leak detection: a systematic review

in Machine Learning and Artificial Intelligence

Chinemerem M. Anozie
Tite Tuyikeze
Ibidun C. Obagbuwa
Fezile Matsebula

Frontiers in Big Data

doi 10.3389/fdata.2026.1761377

2,146 views

Original Research

Published on 17 Apr 2026

Generation of Kazakhstan's unified national testing variants using AI: a platform for automatic task creation with expert control

in Machine Learning and Artificial Intelligence

Bolatbek Abdrasilov
Talgat Niyazov
Lyazzat Shinetova
Shugyla Altybayeva
Kenzhekul Turalbayeva
David Orlov

Frontiers in Big Data

doi 10.3389/fdata.2026.1772101

2,523 views

Original Research

Published on 23 Mar 2026

Tree-based machine learning methods for predicting vehicle insurance claim size

in Machine Learning and Artificial Intelligence

Edossa Merga Terefe
Merga Abdissa Aga

Frontiers in Big Data

doi 10.3389/fdata.2026.1778363

2,635 views

118 articles

articles

A cognitively inspired feature-level fusion framework for interpretable retail sales forecasting using integration of extreme gradient boost machine, artificial neural network and attention mechanism model

Benchmarking retrieval augmented generation LLMs for Arabic noise robustness

Fine-Tuning Multilingual Sentence Transformers for Low-Resource Skill-Concept Matching across Kazakh, Russian and English

Reconstruction Aware Urban Crime Analytics from Incomplete Judicial Records Using Heterogeneous Graph Temporal Imputation

Data-Driven Adaptive Hybrid Models for Exchange Rate Return Forecasting

Differentiated memory and scientific cognition in AI research agents

Study of Deep Learning Cues for Cross Linguistic Part Of Speech Tagging in English– Malayalam Code-Mixed Data

Machine learning approach for predicting the severity risk of obstructive sleep apnea syndrome

Noise-robust temporal–spectral fusion transformers for EEG-based cognitive state classification in aviation environments

Evolutionary multi-agent reinforcement learning for crisis-aware demographic policy optimization

Measuring the impact of virtualization and containerization on the environment when using GPUs for processing the AI models

Data field theory: a geometric framework for learning on Riemannian manifolds with synthetic validation and limitation analysis

Correction: Explainable gradient convolutional vector fuzzy pattern analysis based on ensemble model for facial expression recognition

When uncertainty guides learning: a highly effective approach to kidney disease classification in CT imaging

TCMB: cross-model multi-level cross-attention network with Taylor-based loss for multimodal fake news detection

The role of statistical methods and artificial intelligence in inventory management for manufacturing industries: a systematic literature review

Cheatomaly: weakly supervised video anomaly ranking for exam cheating detection using vision transformers

Optimizing large-scale graph database ingestion through edge value ranking: a proposed framework

A longitudinal multimodal big data infrastructure for precision poultry monitoring

Explainable gradient convolutional vector fuzzy pattern analysis based on ensemble model for facial expression recognition

Detection and classification of lung cancer using sequential hybridization of CNN and RNN type architectures

The designing of a transparent hybrid machine learning framework for water leak detection: a systematic review

Generation of Kazakhstan's unified national testing variants using AI: a platform for automatic task creation with expert control

Tree-based machine learning methods for predicting vehicle insurance claim size