Works in Machine Learning & Knowledge Extraction, 2025, Vol 7, Issue 2

Results: 31

Knowledge Bases and Representation Learning Towards Bug Triaging.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 57, doi. 10.3390/make7020057

By:

Wang, Qi;
Yan, Weihao;
Li, Yanlong;
Ge, Yizheng;
Liu, Yiwei;
Yin, Peng;
Tan, Shuai

Publication type:

Article

Artificial Intelligence-Empowered Embryo Selection for IVF Applications: A Methodological Review.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 56, doi. 10.3390/make7020056

By:

Moysis, Lazaros;
Iliadis, Lazaros Alexios;
Vergos, George;
Sotiroudis, Sotirios P.;
Boursianis, Achilles D.;
Papatheodorou, Achilleas;
Kokkinidis, Konstantinos-Iraklis D.;
Abdul Matin, Mohammad;
Sarigiannidis, Panagiotis;
Siniosoglou, Ilias;
Argyriou, Vasileios;
Goudos, Sotirios K.

Publication type:

Article

Factors Associated with COVID-19 Mortality in Mexico: A Machine Learning Approach Using Clinical, Socioeconomic, and Environmental Data.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 55, doi. 10.3390/make7020055

By:

Díaz-González, Lorena;
Toribio-Colin, Yael Sharim;
Pérez-Sansalvador, Julio César;
Lakouari, Noureddine

Publication type:

Article

Dataset Dependency in CNN-Based Copy-Move Forgery Detection: A Multi-Dataset Comparative Analysis.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 54, doi. 10.3390/make7020054

By:

Dell'Olmo, Potito Valle;
Kuznetsov, Oleksandr;
Frontoni, Emanuele;
Arnesano, Marco;
Napoli, Christian;
Randieri, Cristian

Publication type:

Article

MediaWatchers4Climate: Assessing the Accuracy of Climate Change Narratives in Greek Media Through Machine Learning.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 53, doi. 10.3390/make7020053

By:

Baltzi, Thomai;
Nikitaki, Stella;
Galatsopoulou, Fani;
Kostarella, Ioanna;
Veglis, Andreas;
Vasilopoulos, Vasilis;
Papaevagelou, Dimitris;
Skamnakis, Antonis

Publication type:

Article

Context-Aware Few-Shot Learning SPARQL Query Generation from Natural Language on an Aviation Knowledge Graph.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 52, doi. 10.3390/make7020052

By:

Hernandez-Camero, Ines-Virginia;
Garcia-Lopez, Eva;
Garcia-Cabot, Antonio;
Caro-Alvaro, Sergio

Publication type:

Article

Machine Learning Models to Predict Individual Cognitive Load in Collaborative Learning: Combining fNIRS and Eye-Tracking Data.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 51, doi. 10.3390/make7020051

By:

Chen, Wenli;
Lin, Zirou;
Zheng, Lishan;
Ho, Mei-Yee Mavis;
Ali, Farhan;
Teo, Wei Peng

Publication type:

Article

Simulated Annealing-Based Hyperparameter Optimization of a Convolutional Neural Network for MRI Brain Tumor Classification.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 50, doi. 10.3390/make7020050

By:

El Amoury, Sofia;
Smili, Youssef;
Fakhri, Youssef

Publication type:

Article

Using N-Version Architectures for Railway Segmentation with Deep Neural Networks.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 49, doi. 10.3390/make7020049

By:

Jaß, Philipp;
Thomas, Carsten

Publication type:

Article

Bregman–Hausdorff Divergence: Strengthening the Connections Between Computational Geometry and Machine Learning.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 48, doi. 10.3390/make7020048

By:

Pham, Tuyen;
Dal Poz Kouřimská, Hana;
Wagner, Hubert

Publication type:

Article

Artificial Intelligence Meets Bioequivalence: Using Generative Adversarial Networks for Smarter, Smaller Trials.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 47, doi. 10.3390/make7020047

By:

Nikolopoulos, Anastasios;
Karalis, Vangelis D.

Publication type:

Article

Revolutionizing Cardiac Risk Assessment: AI-Powered Patient Segmentation Using Advanced Machine Learning Techniques.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 46, doi. 10.3390/make7020046

By:

Gonzalez-Franco, Joan D.;
Galaviz-Mosqueda, Alejandro;
Villarreal-Reyes, Salvador;
Lozano-Rizk, Jose E.;
Rivera-Rodriguez, Raul;
Gonzalez-Trejo, Jose E.;
Licea-Navarro, Alexei-Fedorovish;
Lozoya-Arandia, Jorge;
Ibarra-Flores, Edgar A.

Publication type:

Article

Machine Learning Classification of Fossilized Pectinodon bakkeri Teeth Images: Insights into Troodontid Theropod Dinosaur Morphology.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 45, doi. 10.3390/make7020045

By:

Bahn, Jacob;
Alférez, Germán H.;
Snyder, Keith

Publication type:

Article

Quantum-Inspired Models for Classical Time Series.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 44, doi. 10.3390/make7020044

By:

Udvarnoki, Zoltán;
Fáth, Gábor

Publication type:

Article

Membership Inference Attacks Fueled by Few-Shot Learning to Detect Privacy Leakage and Address Data Integrity.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 43, doi. 10.3390/make7020043

By:

Jiménez-López, Daniel;
Rodríguez-Barroso, Nuria;
Luzón, M. Victoria;
Del Ser, Javier;
Herrera, Francisco

Publication type:

Article

Leveraging Failure Modes and Effect Analysis for Technical Language Processing.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 42, doi. 10.3390/make7020042

By:

Payette, Mathieu;
Abdul-Nour, Georges;
Meango, Toualith Jean-Marc;
Diago, Miguel;
Côté, Alain

Publication type:

Article

Automated Grading Through Contrastive Learning: A Gradient Analysis and Feature Ablation Approach.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 41, doi. 10.3390/make7020041

By:

Sokač, Mateo;
Fabijanić, Mario;
Mekterović, Igor;
Mršić, Leo

Publication type:

Article

A Novel Approach Based on Hypergraph Convolutional Neural Networks for Cartilage Shape Description and Longitudinal Prediction of Knee Osteoarthritis Progression.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 40, doi. 10.3390/make7020040

By:

Theocharis, John B.;
Chadoulos, Christos G.;
Symeonidis, Andreas L.

Publication type:

Article

PIDQA—Question Answering on Piping and Instrumentation Diagrams.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 39, doi. 10.3390/make7020039

By:

Gupta, Mohit;
Wei, Chialing;
Czerniawski, Thomas;
Eiris, Ricardo

Publication type:

Article

Knowledge Graphs and Their Reciprocal Relationship with Large Language Models.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 38, doi. 10.3390/make7020038

By:

Dehal, Ramandeep Singh;
Sharma, Mehak;
Rajabi, Enayat

Publication type:

Article

Advancing Particle Tracking: Self-Organizing Map Hyperparameter Study and Long Short-Term Memory-Based Outlier Detection.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 37, doi. 10.3390/make7020037

By:

Klein, Max;
Dormagen, Niklas;
Wimmer, Lukas;
Thoma, Markus H.;
Schwarz, Mike

Publication type:

Article

Machine-Learned Codes from EHR Data Predict Hard Outcomes Better than Human-Assigned ICD Codes.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 36, doi. 10.3390/make7020036

By:

Yin, Ying;
Shao, Yijun;
Ma, Phillip;
Zeng-Treitler, Qing;
Nelson, Stuart J.

Publication type:

Article

ADTime: Adaptive Multivariate Time Series Forecasting Using LLMs.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 35, doi. 10.3390/make7020035

By:

Pei, Jinglei;
Zhang, Yang;
Liu, Ting;
Yang, Jingbin;
Wu, Qinghua;
Qin, Kang

Publication type:

Article

Pattern Matching-Based Denoising for Images with Repeated Sub-Structures.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 34, doi. 10.3390/make7020034

By:

Mysore Badarinarayana, Anil Kumar;
Pratsch, Christoph;
Lunkenbein, Thomas;
Jug, Florian

Publication type:

Article

Optimisation-Based Feature Selection for Regression Neural Networks Towards Explainability.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 33, doi. 10.3390/make7020033

By:

Liapis, Georgios I.;
Tsoka, Sophia;
Papageorgiou, Lazaros G.

Publication type:

Article

RoSe-Mix: Robust and Secure Deep Neural Network Watermarking in Black-Box Settings via Image Mixup.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 32, doi. 10.3390/make7020032

By:

El Hajjar, Tamara;
Lansari, Mohammed;
Bellafqira, Reda;
Coatrieux, Gouenou;
Kapusta, Katarzyna;
Kallas, Kassem

Publication type:

Article

Leveraging LLMs for Non-Security Experts in Threat Hunting: Detecting Living off the Land Techniques.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 31, doi. 10.3390/make7020031

By:

Konstantinou, Antreas;
Kasimatis, Dimitrios;
Buchanan, William J.;
Jan, Sana Ullah;
Ahmad, Jawad;
Politis, Ilias;
Pitropakis, Nikolaos

Publication type:

Article

Comparative Analysis of Machine Learning Techniques for Predicting Bulk Specific Gravity in Modified Asphalt Mixtures Incorporating Polyethylene Terephthalate (PET), High-Density Polyethylene (HDPE), and Polyvinyl Chloride (PVC).

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 30, doi. 10.3390/make7020030

By:

Kumar, Bhupender;
Kumar, Navsal;
Rustum, Rabee;
Shankar, Vijay

Publication type:

Article

Optimizing a Double Stage Heat Transformer Performance by Levenberg–Marquardt Artificial Neural Network.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 29, doi. 10.3390/make7020029

By:

Vázquez-Aveledo, Suset;
Romero, Rosenberg J.;
Díaz-González, Lorena;
Montiel-González, Moisés;
Cerezo, Jesús

Publication type:

Article

Accelerating Disease Model Parameter Extraction: An LLM-Based Ranking Approach to Select Initial Studies for Literature Review Automation.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 28, doi. 10.3390/make7020028

By:

Sujau, Masood;
Wada, Masako;
Vallée, Emilie;
Hillis, Natalie;
Sušnjak, Teo

Publication type:

Article

On Classification of the Human Emotions from Facial Thermal Images: A Case Study Based on Machine Learning.

Published in:

Machine Learning & Knowledge Extraction, 2025, v. 7, n. 2, p. 27, doi. 10.3390/make7020027

By:

Pavel, Marius Sorin;
Moldovanu, Simona;
Aiordachioaie, Dorel

Publication type:

Article