Frontiers in Big Data

Review

Published on 10 Jul 2025

Navigating the microarray landscape: a comprehensive review of feature selection techniques and their applications

in Data Mining and Management

Fangling Wang
Azlan Mohd Zain
Yanjie Ren
Mahadi Bahari
Azurah A. Samah
Zuraini Binti Ali Shah
Norfadzlan Bin Yusup
Rozita Abdul Jalil
Azizah Mohamad
Nurulhuda Firdaus Mohd Azmi

Frontiers in Big Data

doi 10.3389/fdata.2025.1624507

5,472 views

Original Research

Published on 10 Jul 2025

Optimizing public health management with predictive analytics: leveraging the power of random forest

in Medicine and Public Health

Hongman Wang
Yifan Song
Hua Bi

Frontiers in Big Data

doi 10.3389/fdata.2025.1574683

2,691 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

3,907 views
1 citation

Original Research

Published on 07 Jul 2025

AI-powered smart emergency services support for 9-1-1 call handlers using textual features and SVM model for digital health optimization

in Medicine and Public Health

Afraa Attiah
Manal Kalkatawi

Frontiers in Big Data

doi 10.3389/fdata.2025.1594062

5,268 views
1 citation

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

7,264 views

Original Research

Published on 19 Jun 2025

Conceptualization and scale development for big data-based learning organization capability

in Data Science

Nesrin Alkan
Deniz Ersan Yilmaz
Bilal Baris Alkan

Frontiers in Big Data

doi 10.3389/fdata.2025.1596615

2,294 views

Original Research

Published on 18 Jun 2025

LISTEN: lived experiences of Long COVID: a social media analysis of mental health and supplement use

in Data Analytics for Social Impact

Sam Martin
Maya Janse Van Rensburg
Huong Thien Le
Charlie Firth
Abinaya Chandrasekar
Sigrún Eyrúnardóttir Clark
Samantha Vanderslott
Cecilia Vindrola-Padros
Norha Vera San Juan

Frontiers in Big Data

doi 10.3389/fdata.2025.1539724

4,448 views

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

2,358 views

Systematic Review

Published on 09 Jun 2025

Data visualization of complex research systems aligned with the sustainable development goals

in Big Data Networks

Francisco Carlos Paletta
Audilio Gonzalez-Aguilar
Lise Verlaet

Frontiers in Big Data

doi 10.3389/fdata.2025.1562557

2,806 views

Original Research

Published on 06 Jun 2025

Conceptual design of a decision knowledge service model integrating a multi-agent supply relationship diagram for electric power emergency equipment

in Data Mining and Management

Jiandong Si
Chang Liu
Jingxian Ye
Jianfeng Wu
Jianguo Wang
Kairui Hu
Chunhua Ju
Qianwen Cao

Frontiers in Big Data

doi 10.3389/fdata.2025.1603106

2,784 views

Original Research

Published on 04 Jun 2025

Sliding window based rare partial periodic pattern mining algorithms over temporal data streams

in Data Mining and Management

K. Jyothi Upadhya
Ronan Lobo
Mini Shail Chhabra
Aman Paleja
B. Dinesh Rao
Geetha M.
Prachi Sisodia
Bolusani Akshita Reddy

Frontiers in Big Data

doi 10.3389/fdata.2025.1600267

2,754 views

Editorial

Published on 22 May 2025

Editorial: Applied computational social sciences

in Big Data Networks

Paolo Parigi
Kinga Makovi

Frontiers in Big Data

doi 10.3389/fdata.2025.1605788

1,449 views

Brief Research Report

Published on 19 May 2025

The climate gluing protests: analyzing their development and framing in media since 1986 using sentiment analyses and frame detection models

in Data Science

Markus Hadler
Alexander Ertl
Beate Klösch
Markus Reiter-Haas
Elisabeth Lex

Frontiers in Big Data

doi 10.3389/fdata.2025.1569623

3,778 views

Original Research

Published on 14 May 2025

Federated learning framework for IoT intrusion detection using tab transformer and nature-inspired hyperparameter optimization

in Cybersecurity and Privacy

Mohamed Abd Elaziz
Ibrahim A. Fares
Abdelghani Dahou
Mansour Shrahili

Frontiers in Big Data

doi 10.3389/fdata.2025.1526480

6,653 views
8 citations

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

2,901 views

Editorial

Published on 06 May 2025

Editorial: Air quality and biosphere-atmosphere interactions

in Data-driven Climate Sciences

Yves Philippe Rybarczyk

Frontiers in Big Data

doi 10.3389/fdata.2025.1611364

2,112 views

Original Research

Published on 23 Apr 2025

An oversampling-undersampling strategy for large-scale data linkage

in Data Science

Hossein Hassani
Mohammad Reza Entezarian
Sara Zaeimzadeh
Leila Marvian
Nadejda Komendantova

Frontiers in Big Data

doi 10.3389/fdata.2025.1542483

3,753 views

Review

Published on 16 Apr 2025

Safeguarding digital livestock farming - a comprehensive cybersecurity roadmap for dairy and poultry industries

in Cybersecurity and Privacy

Suresh Neethirajan

Frontiers in Big Data

doi 10.3389/fdata.2025.1556157

8,524 views
9 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

8,865 views
5 citations

Original Research

Published on 07 Apr 2025

A stacked ensemble machine learning model for the prediction of pentavalent 3 vaccination dropout in East Africa

in Medicine and Public Health

Meron Asmamaw Alemayehu
Shimels Derso Kebede
Agmasie Damtew Walle
Daniel Niguse Mamo
Ermias Bekele Enyew
Jibril Bashir Adem

Frontiers in Big Data

doi 10.3389/fdata.2025.1522578

3,741 views
3 citations

Original Research

Published on 04 Apr 2025

Big data and personal information privacy in developing countries: insights from Kenya

in Cybersecurity and Privacy

Johnson Masinde
Franklin Mugambi
Daniel Wambiri Muthee

Frontiers in Big Data

doi 10.3389/fdata.2025.1532362

5,515 views

Original Research

Published on 01 Apr 2025

Lightweight and hybrid transformer-based solution for quick and reliable deepfake detection

in Big Data Networks

Geeta Rani
Atharv Kothekar
Shawn George Philip
Vijaypal Singh Dhaka
Ester Zumpano
Eugenio Vocaturo

Frontiers in Big Data

doi 10.3389/fdata.2025.1521653

5,874 views
3 citations

Editorial

Published on 25 Mar 2025

Editorial: Natural language processing for recommender systems

in Recommender Systems

Alfred Krzywicki
Michael Bain
Wayne Wobcke

Frontiers in Big Data

doi 10.3389/fdata.2025.1573072

2,249 views

Original Research

Published on 21 Mar 2025

CrowdRadar: a mobile crowdsensing framework for urban traffic green travel safety risk assessment

in Data Analytics for Social Impact

Yigao Wang
Qingxian Tang
Wenxuan Wei
Chenhui Yang
Dingqi Yang
Cheng Wang
Liang Xu
Longbiao Chen

Frontiers in Big Data

doi 10.3389/fdata.2025.1440816

3,643 views

715 articles

articles

Navigating the microarray landscape: a comprehensive review of feature selection techniques and their applications

Optimizing public health management with predictive analytics: leveraging the power of random forest

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

AI-powered smart emergency services support for 9-1-1 call handlers using textual features and SVM model for digital health optimization

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

Conceptualization and scale development for big data-based learning organization capability

LISTEN: lived experiences of Long COVID: a social media analysis of mental health and supplement use

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

Data visualization of complex research systems aligned with the sustainable development goals

Conceptual design of a decision knowledge service model integrating a multi-agent supply relationship diagram for electric power emergency equipment

Sliding window based rare partial periodic pattern mining algorithms over temporal data streams

Editorial: Applied computational social sciences

The climate gluing protests: analyzing their development and framing in media since 1986 using sentiment analyses and frame detection models

Federated learning framework for IoT intrusion detection using tab transformer and nature-inspired hyperparameter optimization

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

Editorial: Air quality and biosphere-atmosphere interactions

An oversampling-undersampling strategy for large-scale data linkage

Safeguarding digital livestock farming - a comprehensive cybersecurity roadmap for dairy and poultry industries

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

A stacked ensemble machine learning model for the prediction of pentavalent 3 vaccination dropout in East Africa

Big data and personal information privacy in developing countries: insights from Kenya

Lightweight and hybrid transformer-based solution for quick and reliable deepfake detection

Editorial: Natural language processing for recommender systems

CrowdRadar: a mobile crowdsensing framework for urban traffic green travel safety risk assessment