This book constitutes the refereed proceedings of the 9th International Workshop on Artificial Intelligence and Pattern Recognition, IWAIPR 2025, held in Varadero, Cuba, during October 14-17, 2025. The 36 papers presented in the proceedings set were carefully reviewed and selected from 59 submissions. The IWAIPR conference aims to provide a leading international forum to promote and disseminate ongoing research into mathematical methods of computing techniques for Artificial Intelligence and Pattern Recognition.
This book constitutes the refereed proceedings of the 9th International Workshop on Artificial Intelligence and Pattern Recognition, IWAIPR 2025, held in Varadero, Cuba, during October 14-17, 2025.
The 36 papers presented in the proceedings set were carefully reviewed and selected from 59 submissions.
The IWAIPR conference aims to provide a leading international forum to promote and disseminate ongoing research into mathematical methods of computing techniques for Artificial Intelligence and Pattern Recognition.
.- From Pixels to Prognosis: An AI Framework for Volumetric RALE Scoring in Post-COVID Chest CT . .- Toward a Microstructure-Informed Streamline. .- Leveraging Large-Scale Face Datasets for Deep Periocular Recognition via Ocular Cropping. .- FGSSNet: Feature-Guided Semantic Segmentation of Real World Floorplans. .- Temporal Integration with Confidence and Uncertainty Modeling for Robust License Plate Recognition in Low-Quality Video Sequences.
.- Natural Language Processing and Generative AI
.- Generation of Software Requirements from User Feedback combining ML and LLMs. .- Automatic identification of ambiguities in software. .- Generative AI-Based Virtual Assistant Using Retrieval-Augmented Generation: An Evaluation Study. .- Context-Aware Content-Based Recommendation System Combining Deep Learning and Sentiment Analysis. .- Time-Evolving Linguistic Decision Making: a feedback-enabled approach. .- Continual Pretraining of a Small Language Model on Cuban Spanish Corpora. .- Automated Ontology Extraction from Text for Content-Based Web Personalization. .- Towards Accurate and Legible Scene Text Generation in Spanish. .- Multimodal Tattoo Recognition by Combining Visual Features and LLM-Generated Captions. .- An approach to generating knowledge-based explanations: a case study in health. .- Evaluation of Probabilistic Data Augmentation Models for Emotion Detection in the TASS Corpus.
.- Forecasting, Optimization, and Economic AI
.- 1D Separable Convolutional Neural Network Architecture for Real-Time Stellar Classification Based on Captured Spectral Characteristics. .- Description of the closed loop of an object of interest. .- A new approach for calculating the collective intensity of circumstances of the same type in the M-LAMAC model. .- A straight forward method for the optimisation ofthe electricity operating cost of a waterdesalination plant under a variable tariff. .- Detecting Economic Vulnerability via Multi-Agent LLM Architecture and Context-Aware Cluster Analysis. .- Feature selection for anomaly detection in banking transactions based on Deep Learning and reconstruction error. .- Machine learning-driven hybrid optimization algorithm for PID domain constraints identification in servo control systems: balancing efficiency and safety through neural network classifier. .- Brief review on the application of semi-parametric survival analysis in economics and finance. .- Deep Learning for Space Situational Awareness: Addressing Kessler Syndrome with Efficient Spacecraft Detection A Preliminary Result. .- Forecasting the Consumer Price Index Using a Deep Learning Transformer Model with an Attention Mechanism. .- Forecasting Electrical Demand with zero-shot Lag Llama and TimesFM V2.
.- AI Methods, Systems, and Biosignals
.- Threshold Estimation for CNNs in Multi-label Historical Press Classification via Particle Swarm Optimization. .- Convolutional Neural Network for Burst Detection in Water Pipes. .- A Methodology for the Generation and Evaluation of Tabular Synthetic Data: A Case Study in Data Analysis in Intensive Care Units. .- Fast Continuous Wavelet Transform (fCWT) at the edge: enabling the fCWT computation in ARM Cortex cores. .- Brain Mapping through Entropic Analysis. .- Exploring the correlation between the type of music and the emotions evoked: A study using subjective questionnaires and EEG. .- Lightweight Neural Networks for Multi-modal and Cross-modal Biometric Matching: Experimental Evaluation on Audio-Visual Data. .- Proactive Frequency Forest: A Forest Construction Scheme Based on Proactive Forest. .- Implementation of a Neural Network in an embedded system for byrst detection in water pipelines.
.- From Pixels to Prognosis: An AI Framework for Volumetric RALE Scoring in Post-COVID Chest CT . .- Toward a Microstructure-Informed Streamline. .- Leveraging Large-Scale Face Datasets for Deep Periocular Recognition via Ocular Cropping. .- FGSSNet: Feature-Guided Semantic Segmentation of Real World Floorplans. .- Temporal Integration with Confidence and Uncertainty Modeling for Robust License Plate Recognition in Low-Quality Video Sequences.
.- Natural Language Processing and Generative AI
.- Generation of Software Requirements from User Feedback combining ML and LLMs. .- Automatic identification of ambiguities in software. .- Generative AI-Based Virtual Assistant Using Retrieval-Augmented Generation: An Evaluation Study. .- Context-Aware Content-Based Recommendation System Combining Deep Learning and Sentiment Analysis. .- Time-Evolving Linguistic Decision Making: a feedback-enabled approach. .- Continual Pretraining of a Small Language Model on Cuban Spanish Corpora. .- Automated Ontology Extraction from Text for Content-Based Web Personalization. .- Towards Accurate and Legible Scene Text Generation in Spanish. .- Multimodal Tattoo Recognition by Combining Visual Features and LLM-Generated Captions. .- An approach to generating knowledge-based explanations: a case study in health. .- Evaluation of Probabilistic Data Augmentation Models for Emotion Detection in the TASS Corpus.
.- Forecasting, Optimization, and Economic AI
.- 1D Separable Convolutional Neural Network Architecture for Real-Time Stellar Classification Based on Captured Spectral Characteristics. .- Description of the closed loop of an object of interest. .- A new approach for calculating the collective intensity of circumstances of the same type in the M-LAMAC model. .- A straight forward method for the optimisation ofthe electricity operating cost of a waterdesalination plant under a variable tariff. .- Detecting Economic Vulnerability via Multi-Agent LLM Architecture and Context-Aware Cluster Analysis. .- Feature selection for anomaly detection in banking transactions based on Deep Learning and reconstruction error. .- Machine learning-driven hybrid optimization algorithm for PID domain constraints identification in servo control systems: balancing efficiency and safety through neural network classifier. .- Brief review on the application of semi-parametric survival analysis in economics and finance. .- Deep Learning for Space Situational Awareness: Addressing Kessler Syndrome with Efficient Spacecraft Detection A Preliminary Result. .- Forecasting the Consumer Price Index Using a Deep Learning Transformer Model with an Attention Mechanism. .- Forecasting Electrical Demand with zero-shot Lag Llama and TimesFM V2.
.- AI Methods, Systems, and Biosignals
.- Threshold Estimation for CNNs in Multi-label Historical Press Classification via Particle Swarm Optimization. .- Convolutional Neural Network for Burst Detection in Water Pipes. .- A Methodology for the Generation and Evaluation of Tabular Synthetic Data: A Case Study in Data Analysis in Intensive Care Units. .- Fast Continuous Wavelet Transform (fCWT) at the edge: enabling the fCWT computation in ARM Cortex cores. .- Brain Mapping through Entropic Analysis. .- Exploring the correlation between the type of music and the emotions evoked: A study using subjective questionnaires and EEG. .- Lightweight Neural Networks for Multi-modal and Cross-modal Biometric Matching: Experimental Evaluation on Audio-Visual Data. .- Proactive Frequency Forest: A Forest Construction Scheme Based on Proactive Forest. .- Implementation of a Neural Network in an embedded system for byrst detection in water pipelines.
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