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IWINAC 2024: Olhâo, Portugal - Part I
- José Manuel Ferrández de Vicente, Mikel Val-Calvo, Hojjat Adeli
:
Artificial Intelligence for Neuroscience and Emotional Systems - 10th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2024, Olhâo, Portugal, June 4-7, 2024, Proceedings, Part I. Lecture Notes in Computer Science 14674, Springer 2024, ISBN 978-3-031-61139-1
Machine Learning in Neuroscience
- Masoud Sistaninezhad
Morning Anxiety Detection Through Smartphone-Based Photoplethysmography Signals Analysis Using Machine Learning Methods. 3-13 - Andrés Ortiz, Nicolás Gallego-Molina, Diego Castillo-Barnes
Visualizing Brain Synchronization: An Explainable Representation of Phase-Amplitude Coupling. 14-23 - Nicolás Gallego-Molina, Andrés Ortiz, Marco A. Formoso, Francisco Jesús Martínez-Murcia, Wai Lok Woo
Enhancing Neuronal Coupling Estimation by NIRS/EEG Integration. 24-33 - Ignacio Rodríguez-Rodríguez
Causal Mechanisms of Dyslexia via Connectogram Modeling of Phase Synchrony. 34-44 - Marco A. Formoso, Nicolás Gallego-Molina, Andrés Ortiz, Ignacio Rodríguez-Rodríguez
Explainable Exploration of the Interplay Between HRV Features and EEG Local Connectivity Patterns in Dyslexia. 45-54 - Diego Castillo-Barnes
Enhancing Intensity Differences in EEG Cross-Frequency Coupling Maps for Dyslexia Detection. 55-67 - Mohammad Maftoun
Improving Prediction of Mortality in ICU via Fusion of SelectKBest with SMOTE Method and Extra Tree Classifier. 68-77 - Cristóbal Vázquez-García, Francisco Jesús Martínez-Murcia, Juan Eloy Arco, Ignacio A. Illán, Carmen Jiménez-Mesa, Javier Ramírez, Juan Manuel Górriz:
A Cross-Modality Latent Representation for the Prediction of Clinical Symptomatology in Parkinson's Disease. 78-87 - Cristina Luna Jiménez
Zero-Shot Ensemble of Language Models for Fine-Grain Mental-Health Topic Classification. 88-97 - Mohamad Roshanzamir, Roohallah Alizadehsani, Seyed Vahid Moravvej, Javad Hassannataj Joloudari, Hamid Alinejad-Rokny, Juan Manuel Górriz:
Enhancing Interpretability in Machine Learning: A Focus on Genetic Network Programming, Its Variants, and Applications. 98-107 - Mohammad Hashemi
Enhancing Coronary Artery Disease Classification Using Optimized MLP Based on Genetic Algorithm. 108-117 - Juan Eloy Arco, Nicolás Gallego-Molina, Pedro Javier Lopez-Perez, Javier Ramírez, Juan Manuel Górriz, Andrés Ortiz:
Extracting Heart Rate Variability from NIRS Signals for an Explainable Detection of Learning Disorders. 118-127 - Mohammad Bdaqli
Diagnosis of Parkinson Disease from EEG Signals Using a CNN-LSTM Model and Explainable AI. 128-138 - Afshin Shoeibi
Early Diagnosis of Schizophrenia in EEG Signals Using One Dimensional Transformer Model. 139-149 - Afshin Shoeibi
Diagnosis of Schizophrenia in EEG Signals Using dDTF Effective Connectivity and New PreTrained CNN and Transformer Models. 150-160 - Nicolás Gallego-Molina, Francisco Jesús Martínez-Murcia, Marco A. Formoso, Diego Castillo-Barnes
A Survey on EEG Phase Amplitude Coupling to Speech Rhythm for the Prediction of Dyslexia. 161-170 - Yolanda Vales
Comprehensive Evaluation of Stroke Rehabilitation Dynamics: Integrating Brain-Computer Interface with Robotized Orthesic Hand and Longitudinal EEG Changes. 171-181 - R. López, Francisco Jesús Martínez-Murcia, Javier Ramírez, Teodoro Martín-Noguerol, Félix Paulano-Godino, Antonio Luna, J. M. Górriz, Fermín Segovia:
PDBIGDATA: A New Database for Parkinsonism Research Focused on Large Models. 182-190 - Carmen Jimenez-Mesa
A Comparative Study of Deep Learning Approaches for Cognitive Impairment Diagnosis Based on the Clock-Drawing Test. 191-200
Artificial Intelligence in Neurophysiology
- Elif Yozkan, Enrique Hortal
Prediction of Burst Suppression Occurrence Under General Anaesthesia Using Pre-operative EEG Signals. 203-212 - Rocío López Peco
Advances in Denoising Spikes Waveforms for Electrophysiological Recordings. 213-222 - Mariana Elizalde, Jesica Martínez, Mario Ortíz, Eduardo Iáñez, María Herranz-Lopez, Vicente Micol, José Maria Azorín:
Analysis of Anxiety Caused by Fasting in Obesity Patients Using EEG Signals. 223-232 - Sara Kamali
Evolution of EEG Fractal Dimension Along a Sequential Finger Movement Task. 233-242
Neuromotor and Cognitive Disorders
- Lara Eleonora Prado, Andrea Hongn, Patricia Pelle, María Paula Bonomini:
Stress Classification Model Using Speech: An Ambulatory Protocol-Based Database Study. 245-252 - Maria Luongo
Exploring Spatial Cognition: Comparative Analysis of Agent-Based Models in Dynamic and Static Environments. 253-260 - Igone Morais-Quilez, Manuel Graña, Javier de Lope:
Machine Learning for Personality Type Classification on Textual Data. 261-269 - Irene García-Rubio
Grad-CAM Applied to the Detection of Instruments Used in Facial Presentation Attacks. 270-281 - Nikola Hristov-Kalamov
Comparison of an Accelerated Garble Embedding Methodology for Privacy Preserving in Biomedical Data Analytics. 282-299 - Pedro Gómez Vilda
Unfolding Laryngeal Neuromotor Activity in Parkinson's Disease by Phonation Inversion. 300-309 - Anniek Jansen
Personalization of Child-Robot Interaction Through Reinforcement Learning and User Classification. 310-321 - Jing Li
EGG: AI-Based Interactive Design Object for Managing Post-operative Pain in Children. 322-331 - Andrés Gómez-Rodellar
Cepstral Space Projection on the Evaluation of Autistic Speech: A Pilot Study. 332-341 - Gema Benedicto
Unravelling the Robot Gestures Interpretation by Children with Autism Spectrum Disorder During Human-Robot Interaction. 342-355 - Gema Benedicto
Real-Time Emotion Detection System's Impact on Pivotal Response Training Protocol. 356-367
Intelligent Systems for Assessment, Treatment, and Assistance in Early Stages of Alzheimer's Disease and Other Dementias
- Pablo Zubasti
Assessing the Interplay of Attributes in Dementia Prediction Through the Integration of Graph Embeddings and Unsupervised Learning. 371-380 - Alba Gomez-Valadés
Bayesian Network Structures for Early Diagnosis of MCI Using Semantic Fluency Tests. 381-389 - María Paula Bonomini, Eduardo Ghiglioni, Noelia Belén Rios:
Connectivity Patterns in Alzheimer Disease and Frontotemporal Dementia Patients Using Graph Theory. 390-397
Socio-Cognitive, Affective and Physiological Computing
- Daniel Sánchez-Reolid, Roberto Sánchez-Reolid, José Luis Gómez-Sirvent, Alejandro L. Borja, José M. Ferrández, Antonio Fernández-Caballero:
Binary Classification Methods for Movement Analysis from Functional Near-Infrared Spectroscopy Signals. 401-410 - Gabriel Rojas-Albarracín, Antonio Fernández-Caballero, António Pereira, María T. López:
Heart Attack Detection Using Body Posture and Facial Expression of Pain. 411-420 - Luís Correia
Non-intrusive and Easy-to-Use IOT Solution to Improve Elderly's Quality of Life. 421-430 - Rafael Pereira
Human-Computer Interaction Approach with Empathic Conversational Agent and Computer Vision. 431-440 - Luisa Merino Ramínez, José Pascual Molina
Using Touch to Improve Emotion Recognition: Proposed System and Expert Validation. 441-451
Affective Computing and Context Awareness in Ambient Intelligence
- Krzysztof Kutt
Human-in-the-Loop for Personality Dynamics: Proposal of a New Research Approach. 455-464 - Krzysztof Kutt
Emotion Prediction in Real-Life Scenarios: On the Way to the BIRAFFE3 Dataset. 465-475 - Jaime Andres Rincon, Cédric Marco-Detchart, Vicente Julián:
Towards Enhanced Emotional Interaction in the Metaverse. 476-485 - Iwona Grabska-Gradzinska
GOAP in Graph-Based Game Narrative Structures. 486-495 - Arnab Ghosh Chowdhury, David Massanés, Steffen Meinert, Martin Atzmueller:
A Framework for Explanation-Aware Visualization and Adjudication in Object Detection: First Results and Perspectives. 496-506
Learning Tools to Lecture
- Pedro Salcedo Lagos
Optimizing Didactic Sequences with Artificial Intelligence: Integrating Bloom's Taxonomy and Emotion in the Selection of Educational Technologies. 509-517 - Hyung-Jun Moon, Sung-Bae Cho:
Contrastive Learning of Multivariate Gaussian Distributions of Incremental Classes for Continual Learning. 518-527 - Gabriel Ávila-Muñoz, Miguel A. López-Gordo, Manuel Rodríguez-Álvarez:
Influence of Color on Academic Performance: A Studio with Auditory Sustained Attention Within a Virtual Scenario. 528-538
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