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ORCIDMachine Learning and Knowledge Extraction, Volume 7
Volume 7, Number 1, 2024
- Freddie Liu, Gizem Nur Karagoz
, Nirvana Meratnia:
Analyzing the Impact of Data Augmentation on the Explainability of Deep Learning-Based Medical Image Classification. 1 - Jose Ramón Navarro-Cerdán, Vicent Ortiz Castelló, David Millán Escrivá:
Comparison of Off-the-Shelf Methods and a Hotelling Multidimensional Approximation for Data Drift Detection. 2
Volume 7, Number 1, 2025
- Agus Riyadi, Máté Kovács, Uwe Serdült, Victor V. Kryssanov:
Benchmarking with a Language Model Initial Selection for Text Classification Tasks. 3 - Gregorius Airlangga, Alan Liu:
A Hybrid Gradient Boosting and Neural Network Model for Predicting Urban Happiness: Integrating Ensemble Learning with Deep Representation for Enhanced Accuracy. 4 - Stephen Fox, Antonio Ricciardo:
Better than Trees: Applying Semilattices to Balance the Accuracy and Complexity of Machine Learning Models. 5 - Charithea Stylianides, Andria Nicolaou, Waqar A. Sulaiman, Christina-Athanasia I. Alexandropoulou, Ilias E. Panagiotopoulos, Konstantina Karathanasopoulou, George Dimitrakopoulos, Styliani Kleanthous, Eleni Politi, Dimitris Ntalaperas, Xanthi S. Papageorgiou, Fransisco Garcia, Zinonas C. Antoniou, Nikos Ioannides, Lakis Palazis, Anna Vavlitou, Marios S. Pattichis, Constantinos S. Pattichis, Andreas S. Panayides:
AI Advances in ICU with an Emphasis on Sepsis Prediction: An Overview. 6 - Nicolas Douard, Ahmed Samet, Georgios K. Giakos, Denis Cavallucci:
Quantifying Interdisciplinarity in Scientific Articles Using Deep Learning Toward a TRIZ-Based Framework for Cross-Disciplinary Innovation. 7 - Walaa Abuasaker, Mónica Sánchez, Jennifer Nguyen, Nil Agell, Núria Agell, Francisco Javier Ruiz:
A Comparative Analysis of European Media Coverage of the Israel-Gaza War Using Hesitant Fuzzy Linguistic Term Sets. 8 - Brahim Benaissa, Masakazu Kobayashi, Hiroshi Takenouchi:
Enhancing Consumer Agent Modeling Through Openness-Based Consumer Traits and Inverse Clustering. 9 - Radu Ion, Vasile Pais, Verginica Barbu Mititelu, Elena Irimia, Maria Mitrofan, Valentin Badea, Dan Tufis:
Unsupervised Word Sense Disambiguation Using Transformer's Attention Mechanism. 10 - Angelos Tsiannis, Christodoulos Efstathiades:
Towards Predicting Basketball Player Positions with Transformative Insights. 11 - Mohammad Ennab, Hamid Mcheick:
Advancing AI Interpretability in Medical Imaging: A Comparative Analysis of Pixel-Level Interpretability and Grad-CAM Models. 12 - Elias Dritsas, Maria Trigka:
Exploring the Intersection of Machine Learning and Big Data: A Survey. 13 - Sander Joos, Tim Van hamme, Willem Verheyen, Davy Preuveneers, Wouter Joosen:
Triple Down on Robustness: Understanding the Impact of Adversarial Triplet Compositions on Adversarial Robustness. 14 - Robert Lakatos, Péter Pollner, András Hajdu, Tamas Joo:
Investigating the Performance of Retrieval-Augmented Generation and Domain-Specific Fine-Tuning for the Development of AI-Driven Knowledge-Based Systems. 15 - Maximilian Legnar, Joern-Helge Heinrich Siemoneit, Gilles Vandewiele, Jürgen Hesser, Zoran Popovic, Stefan Porubský, Cleo-Aron Weis:
Investigating and Optimizing MINDWALC Node Classification to Extract Interpretable Decision Trees from Knowledge Graphs. 16 - José Diogo Marques dos Santos, Luís Paulo Reis, José Paulo Marques dos Santos:
Decoding Mental States in Social Cognition: Insights from Explainable Artificial Intelligence on HCP fMRI Data. 17 - Matthijs J. Warrens, Alexandra de Raadt, Roel J. Bosker, Henk A. L. Kiers:
Weighted Kappa for Interobserver Agreement and Missing Data. 18 - Vahid Khalkhali, Sayed Mehedi Azim, Iman Dehzangi:
ExShall-CNN: An Explainable Shallow Convolutional Neural Network for Medical Image Segmentation. 19 - Kianeh Kandi, Antonio García Dopico:
Enhancing Performance of Credit Card Model by Utilizing LSTM Networks and XGBoost Algorithms. 20 - Mantas Bacevicius, Agne Paulauskaite-Taraseviciene, Gintare Zokaityte, Lukas Kersys, Agne Moleikaityte:
Comparative Analysis of Perturbation Techniques in LIME for Intrusion Detection Enhancement. 21 - Hanna Borgli, Håkon Kvale Stensland, Pål Halvorsen:
Automatic Prompt Generation Using Class Activation Maps for Foundational Models: A Polyp Segmentation Case Study. 22 - James Arrowsmith, Teo Susnjak, Julian Jang-Jaccard:
Multimodal Deep Learning for Android Malware Classification. 23 - Manuel Soto Calvo, Han Soo Lee:
Electrical Storm Optimization (ESO) Algorithm: Theoretical Foundations, Analysis, and Application to Engineering Problems. 24 - Mohsen Nokhodchian, Mohammad Hossein Moattar, Mehrdad Jalali:
SGRiT: Non-Negative Matrix Factorization via Subspace Graph Regularization and Riemannian-Based Trust Region Algorithm. 25 - Moheb Yacoub, Moataz Abdelwahab, Kazuo Shiokawa, Ayman Mahrous:
Automatic Detection of Equatorial Plasma Bubbles in Airglow Images Using Two-Dimensional Principal Component Analysis and Explainable Artificial Intelligence. 26
Volume 7, Number 2, 2025
- Sorin Marius Pavel, Simona Moldovanu, Dorel Aiordachioaie:
On Classification of the Human Emotions from Facial Thermal Images: A Case Study Based on Machine Learning. 27 - Masood Sujau, Masako Wada, Emilie Vallée, Natalie Hillis, Teo Susnjak:
Accelerating Disease Model Parameter Extraction: An LLM-Based Ranking Approach to Select Initial Studies for Literature Review Automation. 28 - Suset Vázquez-Aveledo, Rosenberg J. Romero, Lorena Díaz-González, Moisés Montiel-González, Jesús Cerezo:
Optimizing a Double Stage Heat Transformer Performance by Levenberg-Marquardt Artificial Neural Network. 29 - Bhupender Kumar, Navsal Kumar, Rabee Rustum, Vijay Shankar:
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). 30 - Antreas Konstantinou, Dimitrios Kasimatis, William J. Buchanan, Sana Ullah Jan, Jawad Ahmad, Ilias Politis, Nikolaos Pitropakis:
Leveraging LLMs for Non-Security Experts in Threat Hunting: Detecting Living off the Land Techniques. 31 - Tamara El Hajjar, Mohammed Lansari, Reda Bellafqira, Gouenou Coatrieux, Katarzyna Kapusta, Kassem Kallas:
RoSe-Mix: Robust and Secure Deep Neural Network Watermarking in Black-Box Settings via Image Mixup. 32 - Jinglei Pei, Yang Zhang, Ting Liu, Jingbin Yang, Qinghua Wu, Kang Qin:
ADTime: Adaptive Multivariate Time Series Forecasting Using LLMs. 35 - Ying Yin, Yijun Shao, Phillip Ma, Qing Zeng-Treitler, Stuart J. Nelson:
Machine-Learned Codes from EHR Data Predict Hard Outcomes Better than Human-Assigned ICD Codes. 36 - Max Klein, Niklas Dormagen, Lukas Wimmer, Markus H. Thoma, Mike Schwarz:
Advancing Particle Tracking: Self-Organizing Map Hyperparameter Study and Long Short-Term Memory-Based Outlier Detection. 37 - Ramandeep Singh Dehal, Mehak Sharma, Enayat Rajabi:
Knowledge Graphs and Their Reciprocal Relationship with Large Language Models. 38 - Mohit Gupta, Chialing Wei, Thomas Czerniawski, Ricardo Eiris:
PIDQA - Question Answering on Piping and Instrumentation Diagrams. 39
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