Frontiers in Big Data | Machine Learning and Artificial Intelligence

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

1,573 views
1 citation

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

3,353 views
2 citations

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

2,358 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

3,845 views
1 citation

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

1,032 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

2,446 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

2,047 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

5,057 views
7 citations

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

3,001 views
3 citations

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

3,794 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

4,149 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

3,755 views
2 citations

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

3,061 views
2 citations

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

3,573 views
4 citations

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

4,612 views
3 citations

Methods

Published on 25 Jun 2025

Fine-tuning or prompting on LLMs: evaluating knowledge graph construction task

in Machine Learning and Artificial Intelligence

Hussam Ghanem
Christophe Cruz

Frontiers in Big Data

doi 10.3389/fdata.2025.1505877

9,642 views
8 citations

Original Research

Published on 10 Jun 2025

Deep learning based automation of mean linear intercept quantification in COPD research

in Machine Learning and Artificial Intelligence

Lars Leyendecker
Anna Louisa Weltin
Florian Nienhaus
Michaela Matthey
Bastian Nießing
Daniela Wenzel
Robert H. Schmitt

Frontiers in Big Data

doi 10.3389/fdata.2025.1461016

2,884 views

Original Research

Published on 14 May 2025

Estimation of the air conditioning energy consumption of a classroom using machine learning in a tropical climate

in Machine Learning and Artificial Intelligence

Liliana Ortega-Diaz
Julian Jaramillo-Ibarra
German Osma-Pinto

Frontiers in Big Data

doi 10.3389/fdata.2025.1520574

3,265 views
2 citations

Original Research

Published on 09 Apr 2025

Machine vision model using nail images for non-invasive detection of iron deficiency anemia in university students

in Machine Learning and Artificial Intelligence

Jorge Raul Navarro-Cabrera
Miguel Angel Valles-Coral
María Elena Farro-Roque
Nelly Reátegui-Lozano
Lolita Arévalo-Fasanando

Frontiers in Big Data

doi 10.3389/fdata.2025.1557600

10,554 views
5 citations

Original Research

Published on 06 Mar 2025

(KAUH-BCMD) dataset: advancing mammographic breast cancer classification with multi-fusion preprocessing and residual depth-wise network

in Machine Learning and Artificial Intelligence

Asma'a Mohammad Al-Mnayyis
Hasan Gharaibeh
Mohammad Amin
Duha Anakreh
Hanan Fawaz Akhdar
Eman Hussein Alshdaifat
Khalid M. O. Nahar
Ahmad Nasayreh
Mohammad Gharaibeh
Neda'a Alsalman

Frontiers in Big Data

doi 10.3389/fdata.2025.1529848

7,107 views
6 citations

Original Research

Published on 23 Jan 2025

Enhancing smart home environments: a novel pattern recognition approach to ambient acoustic event detection and localization

in Machine Learning and Artificial Intelligence

Ahsan Shabbir
Abdul Haleem Butt
Taha Khan
Lorenzo Chiari
Ahmad Almadhor
Vincent Karovic

Frontiers in Big Data

doi 10.3389/fdata.2024.1419562

5,059 views
5 citations

Original Research

Published on 15 Jan 2025

Analysis and prediction of atmospheric ozone concentrations using machine learning

in Machine Learning and Artificial Intelligence

Stephan Räss
Markus C. Leuenberger

Frontiers in Big Data

doi 10.3389/fdata.2024.1469809

3,355 views
2 citations

Original Research

Published on 14 Jan 2025

Prediction model of middle school student performance based on MBSO and MDBO-BP-Adaboost method

in Machine Learning and Artificial Intelligence

Rencheng Fang
Tao Zhou
Baohua Yu
Zhigang Li
Long Ma
Tao Luo
Yongcai Zhang
Xinqi Liu

Frontiers in Big Data

doi 10.3389/fdata.2024.1518939

2,631 views
3 citations

Original Research

Published on 13 Jan 2025

Multi-source data recognition and fusion algorithm based on a two-layer genetic algorithm–back propagation model

in Machine Learning and Artificial Intelligence

Zhuang Xiong
Jun Ma
Bohang Chen
Haiming Lan
Yong Niu

Frontiers in Big Data

doi 10.3389/fdata.2024.1520605

3,140 views
6 citations

106 articles

articles

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

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

Fine-tuning or prompting on LLMs: evaluating knowledge graph construction task

Deep learning based automation of mean linear intercept quantification in COPD research

Estimation of the air conditioning energy consumption of a classroom using machine learning in a tropical climate

Machine vision model using nail images for non-invasive detection of iron deficiency anemia in university students

(KAUH-BCMD) dataset: advancing mammographic breast cancer classification with multi-fusion preprocessing and residual depth-wise network

Enhancing smart home environments: a novel pattern recognition approach to ambient acoustic event detection and localization

Analysis and prediction of atmospheric ozone concentrations using machine learning

Prediction model of middle school student performance based on MBSO and MDBO-BP-Adaboost method

Multi-source data recognition and fusion algorithm based on a two-layer genetic algorithm–back propagation model