Computational Intelligence and Machine Learning: Models and Applications by Grzegorz Dudek ISBN 9783725838967, 9783725838950, 3725838968, 372583895X instant download

Computational Intelligence and Machine Learning: Models and Applications by Grzegorz Dudek ISBN 9783725838967, 9783725838950, 3725838968, 372583895X instant download

This Special Issue presents a curated collection of ten research articles that reflect current trends and challenges in computational intelligence and machine learning. The selected works cover a broad spectrum of methods and applications, including:
• personalized recommendation systems, 
• social-aware filtering, 
• human motion prediction, 
• automatic speech recognition for under-resourced languages, 
• chatbot frameworks for Arabic natural language understanding, 
• anomaly detection in system logs, 
• meteorological forecasting. 
-
Across these contributions, several themes emerge. Many studies explore the integration of advanced learning architectures, such as transformers, graph neural networks, and retrieval-augmented generation, with domain knowledge to improve performance and generalization. 
-
Others focus on addressing practical challenges like data sparsity, bias in AI systems, and the need for lightweight models suitable for low-resource settings. The application domains span travel, healthcare, e-commerce, software engineering, and environmental monitoring, demonstrating the wide-ranging impact of modern AI techniques. 
-
Collectively, the papers emphasize not only technical effectiveness but also the importance of interpretability, fairness, and adaptability in real-world deployments. They exemplify the shift toward responsible and context-aware machine learning and offer methodological insights that are relevant for both academic research and industrial innovaton.