Frontiers in Big Data | Machine Learning and Artificial Intelligence

Original Research

Accepted on 30 Dec 2025

Depression Detection through Dual-Stream Modeling with Large Language Models: A Fusion-Based Transfer Learning Framework Integrating BERT and T5 Representations

in Machine Learning and Artificial Intelligence

Na Wang
Weijia Zhang
Raja Kamil
Ian Renner
Syed Abdul RAHMAN AL-HADDAD
Normala Ibrahim
Zhen Zhao

Frontiers in Big Data

Original Research

Accepted on 17 Dec 2025

Explainable and Calibrated Attrition Prediction Models for Strategic HR Retention Study

in Machine Learning and Artificial Intelligence

Pavithran M S
Vadivel S M

Frontiers in Big Data

303 views

Original Research

Published on 11 Dec 2025

Posterior averaging with Gaussian naive Bayes and the R package RandomGaussianNB for big-data classification

in Machine Learning and Artificial Intelligence

Patchanok Srisuradetchai

Frontiers in Big Data

doi 10.3389/fdata.2025.1706417

466 views

Brief Research Report

Published on 02 Dec 2025

Parameter-efficient fine-tuning for low-resource text classification: a comparative study of LoRA, IA3, and ReFT

in Machine Learning and Artificial Intelligence

Steve Nwaiwu

Frontiers in Big Data

doi 10.3389/fdata.2025.1677331

1,094 views

Original Research

Accepted on 30 Nov 2025

Adaptive model for rate of penetration prediction based on the dynamic correlation of influencing factors

in Machine Learning and Artificial Intelligence

Yonggang Deng
Xiaojing Zhou
Zixuan Feng
Xin Li
Hui Li

Frontiers in Big Data

202 views

Original Research

Published on 27 Nov 2025

Adaptive deep Q-networks for accurate electric vehicle range estimation

in Machine Learning and Artificial Intelligence

Urvashi Khekare
Rajay Vedaraj I. S.

Frontiers in Big Data

doi 10.3389/fdata.2025.1697478

593 views

Review

Accepted on 25 Nov 2025

Bias in AI Systems: Integrating Formal and Socio-Technical Approaches

in Machine Learning and Artificial Intelligence

Amar Ahmad
Yvonne Vallès
Youssef Idaghdour

Frontiers in Big Data

305 views

Original Research

Accepted on 25 Nov 2025

Hybrid Deep Learning Models for Fake News Detection: Case Study on Arabic and English Languages

in Machine Learning and Artificial Intelligence

Baqer M. Merzah
Jafar Razmara
Zolfaghar Salmanian

Frontiers in Big Data

867 views

Original Research

Published on 20 Nov 2025

Intelligent leak monitoring of oil pipeline based on distributed temperature and vibration fiber signals

in Machine Learning and Artificial Intelligence

Xiaobin Liang
Yonghong Deng
Yibin Wang
Hongtao Li
Weifeng Ma
Ke Wang
Junjie Ren
Ruijiao Ma
Shuai Zhang
Jiawei Liu

Frontiers in Big Data

doi 10.3389/fdata.2025.1667284

666 views

Original Research

Published on 19 Nov 2025

Enhanced SQL injection detection using chi-square feature selection and machine learning classifiers

in Machine Learning and Artificial Intelligence

Emanuel Casmiry
Neema Mduma
Ramadhani Sinde

Frontiers in Big Data

doi 10.3389/fdata.2025.1686479

1,564 views

Original Research

Published on 14 Nov 2025

Enhancing Bangla handwritten character recognition using Vision Transformers, VGG-16, and ResNet-50: a performance analysis

in Machine Learning and Artificial Intelligence

A. H. M. Shahariar Parvez
Md. Samiul Islam
Fahmid Al Farid
Tashida Yeasmin
Md. Monirul Islam
Md. Shafiul Azam
Jia Uddin
Hezerul Abdul Karim

Frontiers in Big Data

doi 10.3389/fdata.2025.1682984

1,377 views

Original Research

Published on 12 Nov 2025

LLM-supported collaborative ontology design for data and knowledge management platforms

in Machine Learning and Artificial Intelligence

Janis Kampars
Guntis Mosans
Tushar Jogi
Franz Roters
Napat Vajragupta

Frontiers in Big Data

doi 10.3389/fdata.2025.1676477

1,646 views

Original Research

Published on 10 Nov 2025

PHTFNet-RPM: a probabilistic hybrid network with RPM for tobacco root disease forecasting

in Machine Learning and Artificial Intelligence

Yunhong Bu
Tingshan Yao
Shaowu Geng
Renjie Huang

Frontiers in Big Data

doi 10.3389/fdata.2025.1705587

627 views

Original Research

Published on 24 Oct 2025

Finding the needle in the haystack—An interpretable sequential pattern mining method for classification problems

in Machine Learning and Artificial Intelligence

Alexander Grote
Anuja Hariharan
Christof Weinhardt

Frontiers in Big Data

doi 10.3389/fdata.2025.1604887

1,712 views

Original Research

Accepted on 20 Oct 2025

Decoding Deception: State-of-the-Art Approaches to Deep fake Detection

in Machine Learning and Artificial Intelligence

Dr.Tarak Hussain
B. Tripathi Reddy
Kondaveti Phanindra

Frontiers in Big Data

1,017 views

Methods

Published on 20 Oct 2025

Study on coal and gas outburst prediction technology based on multi-model fusion

in Machine Learning and Artificial Intelligence

Qian Xie
Junsheng Yan
Zhenhua Dai
Wengang Du
Xuefei Wu

Frontiers in Big Data

doi 10.3389/fdata.2025.1623883

1,496 views

Original Research

Published on 17 Oct 2025

Analyzing student mental health with RoBERTa-Large: a sentiment analysis and data analytics approach

in Machine Learning and Artificial Intelligence

Hikmat Ullah Khan
Anam Naz
Fawaz Khaled Alarfaj
Naif Almusallam

Frontiers in Big Data

doi 10.3389/fdata.2025.1615788

2,398 views

Conceptual Analysis

Published on 13 Oct 2025

AI biases as asymmetries: a review to guide practice

in Machine Learning and Artificial Intelligence

Gabriella Waters
Phillip Honenberger

Frontiers in Big Data

doi 10.3389/fdata.2025.1532397

1,686 views
1 citation

Original Research

Published on 06 Oct 2025

Predicting deep vein thrombosis using machine learning and blood routine analysis

in Machine Learning and Artificial Intelligence

Jie Su
Yuechao Tang
Yanan Wang
Chao Chen
Biao Song

Frontiers in Big Data

doi 10.3389/fdata.2025.1605258

2,690 views

Original Research

Published on 22 Sep 2025

ULBERT: a domain-adapted BERT model for bilingual information retrieval from Pakistan's constitution

in Machine Learning and Artificial Intelligence

Qaiser Abbas
Waqas Nawaz
Sadia Niazi
Muhammad Awais

Frontiers in Big Data

doi 10.3389/fdata.2025.1448785

3,150 views

Original Research

Published on 13 Aug 2025

Automated road surface classification in OpenStreetMap using MaskCNN and aerial imagery

in Machine Learning and Artificial Intelligence

R. Parvathi
V. Pattabiraman
Nancy Saxena
Aakarsh Mishra
Utkarsh Mishra
Ansh Pandey

Frontiers in Big Data

doi 10.3389/fdata.2025.1657320

2,390 views

Original Research

Published on 07 Aug 2025

A fashion product recommendation based on adaptive VPKNN-NET algorithm without fuzzy similar image

in Machine Learning and Artificial Intelligence

R. Sabitha
D. Sundar

Frontiers in Big Data

doi 10.3389/fdata.2025.1557779

1,895 views

Original Research

Published on 04 Aug 2025

Basrah Score: a novel machine learning-based score for differentiating iron deficiency anemia and beta thalassemia trait using RBC indices

in Machine Learning and Artificial Intelligence

Salma A. Mahmood
Asaad A. Khalaf
Saad S. Hamadi

Frontiers in Big Data

doi 10.3389/fdata.2025.1634133

2,580 views
1 citation

Original Research

Published on 09 Jul 2025

Design and development of an efficient RLNet prediction model for deepfake video detection

in Machine Learning and Artificial Intelligence

Varad Bhandarkawthekar
T. M. Navamani
Rishabh Sharma
K. Shyamala

Frontiers in Big Data

doi 10.3389/fdata.2025.1569147

3,445 views

91 articles

articles

Depression Detection through Dual-Stream Modeling with Large Language Models: A Fusion-Based Transfer Learning Framework Integrating BERT and T5 Representations

Explainable and Calibrated Attrition Prediction Models for Strategic HR Retention Study

Posterior averaging with Gaussian naive Bayes and the R package RandomGaussianNB for big-data classification

Parameter-efficient fine-tuning for low-resource text classification: a comparative study of LoRA, IA3, and ReFT

Adaptive model for rate of penetration prediction based on the dynamic correlation of influencing factors

Adaptive deep Q-networks for accurate electric vehicle range estimation

Bias in AI Systems: Integrating Formal and Socio-Technical Approaches

Hybrid Deep Learning Models for Fake News Detection: Case Study on Arabic and English Languages

Intelligent leak monitoring of oil pipeline based on distributed temperature and vibration fiber signals

Enhanced SQL injection detection using chi-square feature selection and machine learning classifiers

Enhancing Bangla handwritten character recognition using Vision Transformers, VGG-16, and ResNet-50: a performance analysis

LLM-supported collaborative ontology design for data and knowledge management platforms

PHTFNet-RPM: a probabilistic hybrid network with RPM for tobacco root disease forecasting

Finding the needle in the haystack—An interpretable sequential pattern mining method for classification problems

Decoding Deception: State-of-the-Art Approaches to Deep fake Detection

Study on coal and gas outburst prediction technology based on multi-model fusion

Analyzing student mental health with RoBERTa-Large: a sentiment analysis and data analytics approach

AI biases as asymmetries: a review to guide practice

Predicting deep vein thrombosis using machine learning and blood routine analysis

ULBERT: a domain-adapted BERT model for bilingual information retrieval from Pakistan's constitution

Automated road surface classification in OpenStreetMap using MaskCNN and aerial imagery

A fashion product recommendation based on adaptive VPKNN-NET algorithm without fuzzy similar image

Basrah Score: a novel machine learning-based score for differentiating iron deficiency anemia and beta thalassemia trait using RBC indices

Design and development of an efficient RLNet prediction model for deepfake video detection