Frontiers in Big Data

Review

Published on 14 Nov 2025

Achieving health equity in immune disease: leveraging big data and artificial intelligence in an evolving health system landscape

in Medicine and Public Health

Stan Kachnowski
Asif H. Khan
Shadé Floquet
Kendal K. Whitlock
Juan Pablo Wisnivesky
Daniel B. Neill
Irene Dankwa-Mullan
Gezzer Ortega
Moataz Daoud
Raza Zaheer

Frontiers in Big Data

doi 10.3389/fdata.2025.1621526

2,770 views

Original Research

Published on 12 Nov 2025

Application and comparison of ARIMA, LSTM, and ARIMA-LSTM models for predicting foodborne diseases in Liaoning Province

in Medicine and Public Health

Xiaoxiao Du
Haomiao Yu
Hao Zhang
Xiangyun Liu
Xinling Yu
Tao Xie
Wenli Diao

Frontiers in Big Data

doi 10.3389/fdata.2025.1666962

2,537 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

3,906 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

1,088 views

Conceptual Analysis

Published on 04 Nov 2025

Towards the neuromorphic Cyber-Twin: an architecture for cognitive defense in digital twin ecosystems

in Cybersecurity and Privacy

Nida Nasir
Hussam Al Hamadi

Frontiers in Big Data

doi 10.3389/fdata.2025.1659757

3,477 views
2 citations

Brief Research Report

Published on 31 Oct 2025

Urban mobility and crime: causal inference using street closures as an instrumental variable

in Big Data Networks

Karl Vachuska

Frontiers in Big Data

doi 10.3389/fdata.2025.1579332

2,026 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

2,456 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

2,052 views

Original Research

Published on 20 Oct 2025

Research on fault-tolerant decision algorithm for data security automation

in Cybersecurity and Privacy

Jianxin Li
Ruchun Jia
Ning Xiang
Yizhun Tian

Frontiers in Big Data

doi 10.3389/fdata.2025.1600540

1,545 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

5,125 views
7 citations

Original Research

Published on 14 Oct 2025

Research on optimization of personalized recommendation method based on RFMQ model— taking outdoor sports products in cross-border e-commerce as an example

in Data Mining and Management

Qianlan Chen
Chupeng Chen
Zubai Jiang
Chaoling Li
Yangxizi Tan
Niannian Li
Bolin Zhou
Bingxian Yang

Frontiers in Big Data

doi 10.3389/fdata.2025.1680669

2,166 views
1 citation

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

3,020 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

3,835 views

Editorial

Published on 01 Oct 2025

Editorial: Navigating the nexus of big data, AI, and public health: transformations, triumphs, and trials in multiple sclerosis care access

in Data Analytics for Social Impact

Immanuel Azaad Moonesar
M. V. Manoj Kumar
Khulood Alsayegh
Ayat Abu-Agla
Likewin Thomas

Frontiers in Big Data

doi 10.3389/fdata.2025.1682151

2,314 views

Original Research

Published on 30 Sep 2025

Domain-independent deception: a new taxonomy and linguistic analysis

in Cybersecurity and Privacy

Rakesh M. Verma
Nachum Dershowitz
Victor Zeng
Dainis Boumber
Xuting Liu

Frontiers in Big Data

doi 10.3389/fdata.2025.1581734

2,667 views
1 citation

Original Research

Published on 25 Sep 2025

Structure and dynamics mapping of illicit firearms trafficking using artificial intelligence models

in Data Science

Willy A. Valdivia-Granda

Frontiers in Big Data

doi 10.3389/fdata.2025.1648730

5,171 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

4,175 views

Original Research

Published on 22 Sep 2025

Enhancing intelligence source performance management through two-stage stochastic programming and machine learning techniques

in Data Science

Lucas Wafula Wekesa
Stephen Korir

Frontiers in Big Data

doi 10.3389/fdata.2025.1640539

2,602 views
1 citation

Mini Review

Published on 18 Sep 2025

Multistakeholder fairness in tourism: what can algorithms learn from tourism management?

in Recommender Systems

Peter Müllner
Anna Schreuer
Simone Kopeinik
Bernhard Wieser
Dominik Kowald

Frontiers in Big Data

doi 10.3389/fdata.2025.1632766

3,658 views
2 citations

Original Research

Published on 12 Sep 2025

FAST—framework for AI-based surgical transformation

in Medicine and Public Health

Harmehr Sekhon
Farid Al Zoubi
Paul E. Beaulé
Pascal Fallavollita

Frontiers in Big Data

doi 10.3389/fdata.2025.1655260

2,454 views
1 citation

Methods

Published on 10 Sep 2025

Secure aggregation of sufficiently many private inputs

in Cybersecurity and Privacy

Thijs Veugen
Gabriele Spini
Frank Muller

Frontiers in Big Data

doi 10.3389/fdata.2025.1638307

2,535 views

Original Research

Published on 25 Aug 2025

Toward more realistic career path prediction: evaluation and methods

in Recommender Systems

Elena Senger
Yuri Campbell
Rob van der Goot
Barbara Plank

Frontiers in Big Data

doi 10.3389/fdata.2025.1564521

3,939 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

3,795 views
2 citations

Editorial

Published on 12 Aug 2025

Editorial: Interdisciplinary approaches to complex systems: highlights from FRCCS 2023/24

in Big Data Networks

Roberto Interdonato
Hocine Cherifi

Frontiers in Big Data

doi 10.3389/fdata.2025.1666305

3,368 views
1 citation

746 articles

articles

Achieving health equity in immune disease: leveraging big data and artificial intelligence in an evolving health system landscape

Application and comparison of ARIMA, LSTM, and ARIMA-LSTM models for predicting foodborne diseases in Liaoning Province

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

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

Towards the neuromorphic Cyber-Twin: an architecture for cognitive defense in digital twin ecosystems

Urban mobility and crime: causal inference using street closures as an instrumental variable

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

Research on fault-tolerant decision algorithm for data security automation

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

Research on optimization of personalized recommendation method based on RFMQ model— taking outdoor sports products in cross-border e-commerce as an example

AI biases as asymmetries: a review to guide practice

Predicting deep vein thrombosis using machine learning and blood routine analysis

Editorial: Navigating the nexus of big data, AI, and public health: transformations, triumphs, and trials in multiple sclerosis care access

Domain-independent deception: a new taxonomy and linguistic analysis

Structure and dynamics mapping of illicit firearms trafficking using artificial intelligence models

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

Enhancing intelligence source performance management through two-stage stochastic programming and machine learning techniques

Multistakeholder fairness in tourism: what can algorithms learn from tourism management?

FAST—framework for AI-based surgical transformation

Secure aggregation of sufficiently many private inputs

Toward more realistic career path prediction: evaluation and methods

Automated road surface classification in OpenStreetMap using MaskCNN and aerial imagery

Editorial: Interdisciplinary approaches to complex systems: highlights from FRCCS 2023/24