Journal: Machine Learning and Knowledge Extraction

Volume 7, Issue 4

108 -- 0Mustafa Erdem, Nazim Kemal Üre. Learning to Balance Mixed Adversarial Attacks for Robust Reinforcement Learning
109 -- 0Daniel Alexis Nieto-Mora, Leonardo Duque-Muñoz, Juan David Martínez-Vargas. Enhancing Soundscape Characterization and Pattern Analysis Using Low-Dimensional Deep Embeddings on a Large-Scale Dataset
110 -- 0Anouar Chahbouni, Khaoula El Manaa, Yassine Abouch, Imane El Manaa, Badre Bossoufi, Mohammed El Ghzaoui, Rachid El Alami. Attention-Guided Differentiable Channel Pruning for Efficient Deep Networks
111 -- 0Luciano Radrigan, Sebastián E. Godoy, Aníbal S. Morales. Transfer Learning for Generalized Safety Risk Detection in Industrial Video Operations
112 -- 0Lukasz Wawrowski, Piotr Biczyk, Dominik Slezak, Marek Sikora. Adversarial Attacks Detection Method for Tabular Data
113 -- 0Archana Pallakonda, Rayappa David Amar Raj, Rama Muni Reddy Yanamala, Christian Napoli 0001, Cristian Randieri. TL-Efficient-SE: A Transfer Learning-Based Attention-Enhanced Model for Fingerprint Liveness Detection Across Multi-Sensor Spoof Attacks
114 -- 0Haseeb Younis, Rosane Minghim. Enhancing Cancer Classification from RNA Sequencing Data Using Deep Learning and Explainable AI
115 -- 0Antonio Villafranca, Kyaw Min Thant, Igor Tasic, María-Dolores Cano. AI-Enabled IoT Intrusion Detection: Unified Conceptual Framework and Research Roadmap
116 -- 0Tyler J. Gandee, Philippe J. Giabbanelli. Faithful Narratives from Complex Conceptual Models: Should Modelers or Large Language Models Simplify Causal Maps?
117 -- 0Yan Lyu, Likai Liu, Xuezhi Wang, Zhiyu Fan, Jinchen Wang, Guanyu Gao. Learning to Partition: Dynamic Deep Neural Network Model Partitioning for Edge-Assisted Low-Latency Video Analytics
118 -- 0Gustav Durlind, Uriel Martinez-Hernandez, Tareq Assaf. Exploratory Proof-of-Concept: Predicting the Outcome of Tennis Serves Using Motion Capture and Deep Learning
119 -- 0Ali Alyatimi, Vera Yuk Ying Chung, Muhammad Atif Iqbal, Ali Anaissi. Image-Based Deep Learning for Brain Tumour Transcriptomics: A Benchmark of DeepInsight, Fotomics, and Saliency-Guided CNNs
120 -- 0Md. Saifur Rahman, Hassan Reza. Hybrid Deep Learning Approaches for Accurate Electricity Price Forecasting: A Day-Ahead US Energy Market Analysis with Renewable Energy
121 -- 0Lovedeep Gondara, Jonathan Simkin, Graham Sayle, Shebnum Devji, Gregory Arbour, Raymond Ng. Small or Large? Zero-Shot or Finetuned? Guiding Language Model Choice for Specialized Applications in Healthcare
122 -- 0Limor Ziv, Maayan Nakash. Behind the Algorithm: International Insights into Data-Driven AI Model Development
123 -- 0Bo-Yu Lien, Chih-Chin Lai. A Lightweight Deep Learning Model for Tea Leaf Disease Identification
124 -- 0Somayeh Barzegar, Naimul Mefraz Khan. SemiSeg-CAW: Semi-Supervised Segmentation of Ultrasound Images by Leveraging Class-Level Information and an Adaptive Multi-Loss Function
125 -- 0Sebastian Raubitzek, Patrick Felbauer, Kevin Mallinger, Sebastian Schrittwieser. Classification of Obfuscation Techniques in LLVM IR: Machine Learning on Vector Representations
126 -- 0Unai Ruiz-Gonzalez, Alain Andres, Javier Del Ser. Large Language Models for Structured Task Decomposition in Reinforcement Learning Problems with Sparse Rewards
127 -- 0Gil Cohen. A Comprehensive Study on Short-Term Oil Price Forecasting Using Econometric and Machine Learning Techniques
128 -- 0Carlos Martínez, Laura Busto, Olivia Zulaica, César Veiga. Interleaved Fusion Learning for Trustworthy AI: Improving Cross-Dataset Performance in Cervical Cancer Analysis
129 -- 0Antony Morales Cervantes, Victor Herrera, Blanca Nohemí Zamora-Mendoza, Rogelio Flores-Ramírez, Aaron A. López-Cano, Edgar Guevara. Exploring New Horizons: fNIRS and Machine Learning in Understanding PostCOVID-19
130 -- 0Valentina Arustamyan, Pavel A. Lyakhov, Ulyana Lyakhova, Ruslan Abdulkadirov, Vyacheslav G. Rybin, Denis N. Butusov. A Systematic Review of Methods and Algorithms for the Intelligent Processing of Agricultural Data Applied to Sunflower Crops
131 -- 0Dimitri Nowak, Jennifer Werner, Franziska Hunger, Tomas Johnson, Andreas Mark, Radostin Mitkov, Fredrik Edelvik. Diff-KNN: Residual Correction of Baseline Wind Predictions in Urban Settings
132 -- 0Salma Zakzouk, Lobna A. Said. Federated Learning for Soil Moisture Prediction: Benchmarking Lightweight CNNs and Robustness in Distributed Agricultural IoT Networks
133 -- 0Domenico Rossi, Aurora Mascolo, Daljeet Singh, Claudio Guarnaccia. Machine Learning Regressors Calibrated on Computed Data for Road Traffic Noise Prediction
134 -- 0Hashmath Shaik, Gnaneswar Villuri, Alex Doboli. An Overview of Large Language Models and a Novel, Large Language Model-Based Cognitive Architecture for Solving Open-Ended Problems
135 -- 0Jittarin Jetwiriyanon, Teo Susnjak, Surangika Ranathunga. Generalisation Bounds of Zero-Shot Economic Forecasting Using Time Series Foundation Models
136 -- 0Ashim Chakraborty, Yeshwanth Thota, Cristina Luca, Ian van der Linde. Explainable Deep Learning for Neonatal Jaundice Classification Using Uncalibrated Smartphone Images
137 -- 0Guangya Zhang, Tie Xu, Jinli Xu, Hu Wang 0002. A Graph-Structured, Physics-Informed DeepONet Neural Network for Complex Structural Analysis
138 -- 0Shrooq Algarni, Frederick T. Sheldon. Personalized Course Recommendations Leveraging Machine and Transfer Learning Toward Improved Student Outcomes
139 -- 0Abderrafik Laakel Hemdanou, Youssef Achtoun, Sara Mouali, Mohammed Lamarti Sefian, Vesna Sesum-Cavic, Stojan Radenovic. Cover Tree-Optimized Spectral Clustering: Efficient Nearest Neighbor Search for Large-Scale Data Partitioning
140 -- 0Liviu Bilteanu, Corneliu Octavian Dumitru, Andreea Dumachi, Florin Alexandrescu, Radu C. Popa, Octavian Buiu, Andreea Iren Serban. Towards Explainable Machine Learning from Remote Sensing to Medical Images - Merging Medical and Environmental Data into Public Health Knowledge Maps
141 -- 0Luis Giraldo, Sergio Laso. Democratizing Machine Learning: A Practical Comparison of Low-Code and No-Code Platforms
142 -- 0Nikola Ivacic, Blaz Skrlj, Boshko Koloski, Senja Pollak, Nada Lavrac, Matthew Purver. Extreme Multi-Label Text Classification for Less-Represented Languages and Low-Resource Environments: Advances and Lessons Learned
143 -- 0Wei Lin, Zhixin Piao, Chi Chung Alan Fung. Delving into Unsupervised Hebbian Learning from Artificial Intelligence Perspectives
144 -- 0Cristian Inzulza, Caio Bezares, Franco Cornejo, Víctor Parada. Clustering-Guided Automatic Generation of Algorithms for the Multidimensional Knapsack Problem
145 -- 0Ibrahim K. Kabir, Muhammad Faizan Mysorewala, Yahya I. Osais, Ali Nasir. Learning to Navigate in Mixed Human-Robot Crowds via an Attention-Driven Deep Reinforcement Learning Framework
146 -- 0Ismael Beviá-Ballesteros, Mario Jerez-Tallón, Nieves Aranda-Garrido, Marcelo Saval-Calvo, Isabel Abel-Abellán, Andrés Fuster Guilló. Zero-Shot Elasmobranch Classification Informed by Domain Prior Knowledge
147 -- 0Yangyi Li, Kyaw Hlaing Bwar, Rifai Chai, Kwong Ming Tse, Boon Xian Chai. Adaptive Multi-View Hypergraph Learning for Cross-Condition Bearing Fault Diagnosis
148 -- 0Kirill Zakharov, Alexander Boukhanovsky. Model-Aware Automatic Benchmark Generation with Self-Error Instructions for Data-Driven Models
149 -- 0Alfred Asare Amoah, Yan Liu 0001. Explainable Recommendation of Software Vulnerability Repair Based on Metadata Retrieval and Multifaceted LLMs
150 -- 0Pavlo Nosov, Oleksiy Melnyk, Mykola Malaksiano, Pavlo Mamenko, Dmytro Onyshko, Oleksij Fomin, Václav Pístek, Pavel Kucera. Machine Learning-Based Semantic Analysis of Scientific Publications for Knowledge Extraction in Safety-Critical Domains
151 -- 0Luis Vergara, Addisson Salazar. Does Score Bias Correction Improve the Fusion of Classifiers?
152 -- 0Kiril Makrinsky, Valery Shendrikov, Anna Makhonko, Dmitry Merkushkin, Oleg V. Batishchev. LLM-Based Pipeline for Structured Knowledge Extraction from Scientific Literature on Heavy Metal Hyperaccumulation
153 -- 0Vahid Arabzadeh, Raphaël Frank. A Four-Dimensional Analysis of Explainable AI in Energy Forecasting: A Domain-Specific Systematic Review
154 -- 0Doyinsola D. Olatinwo, Mae L. Seto. Low-SNR Northern Right Whale Upcall Detection and Classification Using Passive Acoustic Monitoring to Reduce Adverse Human-Whale Interactions
155 -- 0Hammoud Al Joumaa, Lou'i Al-Shrouf, Mohieddine Jelali. Time Series-to-Image Encoding for Classification Using Convolutional Neural Networks: A Novel and Robust Approach
156 -- 0Erikson Carlos Ramos, Leandro Carlos de Souza, Gustavo Henrique Matos Bezerra Motta. Anomaly Detection Based on Markovian Geometric Diffusion
157 -- 0Amir Sohel, Rittik Chandra Das Turjy, Sarbajit Paul Bappy, Md Assaduzzaman, Ahmed Al Marouf, Jon G. Rokne, Reda Alhajj. SkinVisualNet: A Hybrid Deep Learning Approach Leveraging Explainable Models for Identifying Lyme Disease from Skin Rash Images
158 -- 0Miroslava Matejová, Ján Paralic. A Multi-Criteria Decision-Making Approach for the Selection of Explainable AI Methods
159 -- 0Ashan Dhananjaya, Gihan Gamage, Sivaluxman Sivananthavel, Nishan Mills, Daswin De Silva, Milos Manic. Generative AI Agents for Bedside Sleep Apnea Detection and Sleep Coaching
160 -- 0Zeinab A. Hassaan, Mohammed H. Yacoub, Lobna A. Said. FPGA-Accelerated ESN with Chaos Training for Financial Time Series Prediction
161 -- 0Dennis Weber, Mónika Varga. A Reevaluable Property Lattice-Based Knowledge Representation for Proposing and Assessing Computational Tools in Manufacturing
162 -- 0Tvrtko Gluncic, Domjan Baric, Matko Gluncic. VISTA: A Multi-View, Hierarchical, and Interpretable Framework for Robust Topic Modelling
163 -- 0Luka Selak, Gasper Skulj, Dominik Kozjek, Drago Bracun. Prediction of Environment-Related Operation and Maintenance Events in Small Hydropower Plants
164 -- 0Meryam Telmem, Naouar Laaidi, Youssef Ghanou, Hassan Satori. N-Gram and RNN-LM Language Model Integration for End-to-End Amazigh Speech Recognition
165 -- 0Nikolai A. K. Steur, Friedhelm Schwenker. Multimodal Pain Recognition Based on Contrastive Adversarial Autoencoder Pretraining
166 -- 0Piotr Wieniawski, Jakub S. Gasior, Maciej Rosól, Marcel Mlynczak, Ewa Smereczynska-Wierzbicka, Anna Piórecka-Makula, Radoslaw Pietrzak. Machine Learning Prediction of Recurrent Vasovagal Syncope in Children Using Heart Rate Variability and Anthropometric Data - A Pilot Study
167 -- 0Xandru Mifsud, Leander Grech, Adriana Baldacchino, Léa Keller, Gianluca Valentino, Adrian Muscat. Receipt Information Extraction with Joint Multi-Modal Transformer and Rule-Based Model
168 -- 0Gizem Nur Karagoz, Tanir Ozcelebi, Nirvana Meratnia. XIMED: A Dual-Loop Evaluation Framework Integrating Predictive Model and Human-Centered Approaches for Explainable AI in Medical Imaging