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ORCIDIWINAC 2022: Puerto de la Cruz, Tenerife, Spain - Part I
- José Manuel Ferrández de Vicente
, José Ramón Álvarez Sánchez, Félix de la Paz López, Hojjat Adeli:
Artificial Intelligence in Neuroscience: Affective Analysis and Health Applications - 9th International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2022, Puerto de la Cruz, Tenerife, Spain, May 31 - June 3, 2022, Proceedings, Part I. Lecture Notes in Computer Science 13258, Springer 2022, ISBN 978-3-031-06241-4
Machine Learning in Neuroscience
- Hengde Zhu, Jian Wang, Shui-Hua Wang, Yudong Zhang, Juan Manuel Górriz:
ConvNet-CA: A Lightweight Attention-Based CNN for Brain Disease Detection. 3-12 - Marco A. Formoso, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Diego A. Aquino Brítez, Juan José Escobar, Juan Luis Luque:
Temporal Phase Synchrony Disruption in Dyslexia: Anomaly Patterns in Auditory Processing. 13-22 - Diego Castillo-Barnes, Javier Merino-Chica, R. Garcia-Diaz, Carmen Jimenez-Mesa, Juan Eloy Arco, Javier Ramírez, J. M. Górriz:
CAD System for Parkinson's Disease with Penalization of Non-significant or High-Variability Input Data Sources. 23-33 - Carmen Jimenez-Mesa, Juan Eloy Arco, Meritxell Valentí-Soler, Belén Frades-Payo, María A. Zea-Sevilla, Andrés Ortiz, Marina Ávila-Villanueva, Diego Castillo-Barnes, Javier Ramírez, Teodoro Del Ser-Quijano, Cristóbal Carnero-Pardo, Juan Manuel Górriz:
Automatic Classification System for Diagnosis of Cognitive Impairment Based on the Clock-Drawing Test. 34-42 - Nicolás Gallego-Molina, Andrés Ortiz, Francisco Jesús Martínez-Murcia, Ignacio Rodríguez-Rodríguez:
Unraveling Dyslexia-Related Connectivity Patterns in EEG Signals by Holo-Hilbert Spectral Analysis. 43-52 - Ignacio Rodríguez-Rodríguez, Andrés Ortiz, Marco A. Formoso, Nicolás Gallego-Molina, Juan Luis Luque:
Inter-channel Granger Causality for Estimating EEG Phase Connectivity Patterns in Dyslexia. 53-62 - Afshin Shoeibi, Mitra Rezaei, Navid Ghassemi, Zahra Namadchian, Assef Zare, Juan Manuel Górriz:
Automatic Diagnosis of Schizophrenia in EEG Signals Using Functional Connectivity Features and CNN-LSTM Model. 63-73 - Behnam Gholami, Mohammad Hossein Behboudi, Ali Khadem, Afshin Shoeibi, Juan Manuel Górriz:
Sleep Apnea Diagnosis Using Complexity Features of EEG Signals. 74-83 - David López-García, J. M. González-Peñalver, J. M. Górriz, María Ruz:
Representational Similarity Analysis: A Preliminary Step to fMRI-EEG Data Fusion in MVPAlab. 84-94 - Andrés Ortiz, Juan Eloy Arco, Marco A. Formoso, Nicolás Gallego-Molina, Ignacio Rodríguez-Rodríguez, Francisco Jesús Martínez-Murcia, Juan Manuel Górriz, Javier Ramírez:
Towards Mixed Mode Biomarkers: Combining Structural and Functional Information by Deep Learning. 95-103 - Jose Antonio Simón-Rodríguez, Francisco Jesús Martínez-Murcia, Javier Ramírez, Diego Castillo-Barnes, Juan Manuel Górriz:
Modelling the Progression of the Symptoms of Parkinsons Disease Using a Nonlinear Decomposition of 123I FP-CIT SPECT Images. 104-113 - C. Reyes-Daneri, Francisco Jesús Martínez-Murcia, Andrés Ortiz:
Capacity Estimation from Environmental Audio Signals Using Deep Learning. 114-124 - Wei Wang, Shui-Hua Wang, Juan Manuel Górriz, Yudong Zhang:
Covid-19 Detection by Wavelet Entropy and Self-adaptive PSO. 125-135 - Ziquan Zhu, Zeyu Ren, Shui-Hua Wang, Juan Manuel Górriz, Yudong Zhang:
RDNet: ResNet-18 with Dropout for Blood Cell Classification. 136-144 - Afshin Shoeibi, Navid Ghassemi, Jónathan Heras, Mitra Rezaei, Juan Manuel Górriz:
Automatic Diagnosis of Myocarditis in Cardiac Magnetic Images Using CycleGAN and Deep PreTrained Models. 145-155 - Juan Eloy Arco, Andrés Ortiz, Diego Castillo-Barnes, Juan Manuel Górriz, Javier Ramírez:
Quantifying Inter-hemispheric Differences in Parkinson's Disease Using Siamese Networks. 156-165 - Carmen Jimenez-Mesa, Diego Castillo-Barnes, Juan Eloy Arco, Fermín Segovia, Javier Ramírez, Juan Manuel Górriz:
Analyzing Statistical Inference Maps Using MRI Images for Parkinson's Disease. 166-175 - Diego Castillo-Barnes, Juan Eloy Arco, Carmen Jimenez-Mesa, Javier Ramírez, J. M. Górriz, Diego Salas-Gonzalez:
Evaluating Intensity Concentrations During the Spatial Normalization of Functional Images for Parkinson's Disease. 176-186
Neuromotor and Cognitive Disorders
- Luis Sigcha, David Gonzalez Calleja, Ignacio Pavón, Juan-Manuel López-Navarro, Guillermo de Arcas:
Monitoring Motor Symptoms in Parkinson's Disease Under Long Term Acoustic Stimulation. 189-198 - Andrés Gómez-Rodellar, Jirí Mekyska, Pedro Gómez Vilda, Lubos Brabenec, Patrik Simko, Irena Rektorová:
Evaluation of TMS Effects on the Phonation of Parkinson's Disease Patients. 199-208 - Pedro Gómez Vilda, Andrés Gómez-Rodellar, Daniel Palacios-Alonso, Agustín Álvarez Marquina:
Effects of Neuroacoustic Stimulation on Two Study Cases of Parkinson's Disease Dysarthria. 209-218 - Andrés Gómez-Rodellar, Pedro Gómez Vilda, José Manuel Ferrández de Vicente, Athanasios Tsanas:
Characterizing Masseter Surface Electromyography on EEG-Related Frequency Bands in Parkinson's Disease Neuromotor Dysarthria. 219-228 - Carlos Rodrigo-Rivero, Carlos Garre del Olmo, Agustín Álvarez Marquina, Pedro Gómez Vilda, Francisco Domínguez-Mateos, Daniel Palacios-Alonso:
Acquisition of Relevant Hand-Wrist Features Using Leap Motion Controller: A Case of Study. 229-238 - Daniel Palacios-Alonso, Agustín López-Arribas, Guillermo Meléndez-Morales, Esther Núñez-Vidal, Andrés Gómez-Rodellar, José Manuel Ferrández de Vicente, Pedro Gómez Vilda:
A Pilot and Feasibility Study of Virtual Reality as Gamified Monitoring Tool for Neurorehabilitation. 239-248 - Octavio de Juan-Ayala, Vicente Caruana, José Javier Campos-Bueno, José Manuel Ferrández, Eduardo Fernández:
Pairing of Visual and Auditory Stimuli: A Study in Musicians on the Multisensory Processing of the Dimensions of Articulation and Coherence. 249-258 - Valentin Nikolov, Maya Dimitrova, Ivan Chavdarov, Aleksandar Krastev, Hiroaki Wagatsuma:
Design of Educational Scenarios with BigFoot Walking Robot: A Cyber-physical System Perspective to Pedagogical Rehabilitation. 259-269 - Jose María Vicente-Samper, Ernesto Ávila-Navarro, José María Sabater-Navarro:
Feasibility Study of a ML-Based ASD Monitoring System. 270-280 - Jing Li, Emilia I. Barakova, Jun Hu, Wouter Staal, Martine van Dongen-Boomsma:
ApEn: A Stress-Aware Pen for Children with Autism Spectrum Disorder. 281-290 - Marina Jodra-Chuan, Paula Maestro-Domingo, Victoria Rodellar-Biarge:
Anxiety Monitoring in Autistic Disabled People During Voice Recording Sessions. 291-300 - Marina Jodra, Victoria Rodellar:
What Can Technology Do for Autistic Spectrum Disorder People? 301-309 - Gema Benedicto, Mikel Val-Calvo, Eduardo Fernández, Francisco Sánchez-Ferrer, José Manuel Ferrández:
Autism Spectrum Disorder (ASD): Emotional Intervention Protocol. 310-322 - Trenton Schulz, Kristin Skeide Fuglerud:
Creating Vignettes for a Robot-Supported Education Solution for Children with Autism Spectrum Disorder. 323-331 - Agustín Álvarez Marquina, Andrés Gómez-Rodellar, Pedro Gómez Vilda, Daniel Palacios-Alonso, Francisco Díaz Pérez:
Identification of Parkinson's Disease from Speech Using CNNs and Formant Measures. 332-342 - Pedro Gómez Vilda, Andrés Gómez-Rodellar, Daniel Palacios-Alonso, Agustín Álvarez Marquina, Athanasios Tsanas:
Characterization of Hypokinetic Dysarthria by a CNN Based on Auditory Receptive Fields. 343-352 - Rafael Martínez-Olalla, Daniel Palacios-Alonso, Irene Hidalgo-De la Guía, Elena Garayzábal-Heinze, Pedro Gómez Vilda:
Evaluation of the Presence of Subharmonics in the Phonation of Children with Smith Magenis Syndrome. 353-362 - Olga Ivanova, Juan José G. Meilán:
Speech Analysis in Preclinical Identification of Alzheimer's Disease. 363-368 - Nicolás Alberto Posteguillo, María Paula Bonomini:
The Effect of Breathing Maneuvers on the Interaction Between Pulse Fluctuation and Heart Rate Variability. 369-379 - Mikel Val-Calvo, Roberto Morollón Ruiz, Leili Soo, Dorota Waclawczyk, Fabrizio Grani, José Manuel Ferrández, Eduardo Fernández:
Horizon Cyber-Vision: A Cybernetic Approach for a Cortical Visual Prosthesis. 380-394 - Dorota Waclawczyk, Leili Soo, Mikel Val-Calvo, Roberto Morollon, Fabrizio Grani, Eduardo Fernández:
The Assessment of Activities of Daily Living Skills Using Visual Prosthesis. 395-404
Affective Analysis
- Michela Ponticorvo, Mario Coccorese, Onofrio Gigliotta, Paolo Bartolomeo, Davide Marocco:
Artificial Intelligence Applied to Spatial Cognition Assessment. 407-415 - E. Estella-Nonay, Margarita Bachiller-Mayoral, Sonia Valladares-Rodríguez, Mariano Rincón:
Automatic Diagnosis of Mild Cognitive Impairment Using Siamese Neural Networks. 416-425 - Monica González Machorro, Rafael Martínez-Tomás:
A Comparison of Feature-based Classifiers and Transfer Learning Approaches for Cognitive Impairment Recognition in Language. 426-435 - Eduardo Pérez-Valero, Jesus Minguillon, Christian A. Morillas, Francisco J. Pelayo, Miguel Angel Lopez-Gordo:
Detection of Alzheimer's Disease Using a Four-Channel EEG Montage. 436-445 - Alba Gómez-Valadés Batanero, Mariano Rincón-Zamorano, Rafael Martínez-Tomás, Juan Guerrero Martín:
Evaluating Imputation Methods for Missing Data in a MCI Dataset. 446-454 - Fernando Javier Pinilla, Rafael Martínez-Tomás, Mariano Rincón:
Automatic Scoring of Rey-Osterrieth Complex Figure Test Using Recursive Cortical Networks. 455-463 - Miguel Á. Vicente-Querol, Antonio Fernández-Caballero, José Pascual Molina, Pascual González, Luz M. González-Gualda, Patricia Fernández-Sotos, Arturo S. García:
Influence of the Level of Immersion in Emotion Recognition Using Virtual Humans. 464-474 - Beatriz García-Martínez, Antonio Fernández-Caballero:
Influence of Neutral Stimuli on Brain Activity Baseline in Emotional Experiments. 475-484 - Andrés Quintero-Zea, Juan David Martínez-Vargas, Diana Gómez, Natalia Trujillo, José David López:
Classification of Psychophysiological Patterns During Emotional Processing Using SVM. 485-493 - Daniel Palacios-Alonso, Javier Barbas-Cubero, Luis Betancourt-Ortega, Mario Fernández-Fernández:
Measuring Motion Sickness Through Racing Simulator Based on Virtual Reality. 494-504
Health Applications
- Rafael Berenguer-Vidal, Rafael Verdú Monedero, Juan Morales-Sánchez, Inmaculada Sellés-Navarro, Oleksandr Kovalyk:
Analysis of the Asymmetry in RNFL Thickness Using Spectralis OCT Measurements in Healthy and Glaucoma Patients. 507-515 - Fabrizio Grani, Cristina Soto-Sánchez, Alfonso Rodil Doblado, Maria Dolores Grima, Fernando Farfán, Mikel Val-Calvo, Leili Soo, Dorota Waclawczyk, José Manuel Ferrández, Pablo Gonzalez, María Dolores Coves, Arantxa Alfaro, Eduardo Fernández:
Performance Evaluation of a Real-Time Phase Estimation Algorithm Applied to Intracortical Signals from Human Visual Cortex. 516-525 - Jinze Du, Andres Morales, Pragya Kosta, Jean-Marie C. Bouteiller, Gema Martinez, David J. Warren, Eduardo Fernández, Gianluca Lazzi:
Electrical Stimulation Induced Current Distribution in Peripheral Nerves Varies Significantly with the Extent of Nerve Damage: A Computational Study Utilizing Convolutional Neural Network and Realistic Nerve Models. 526-535 - Maddalena Coccagna, Federico Manzella, S. Mazzacane, Giovanni Pagliarini, Guido Sciavicco:
Statistical and Symbolic Neuroaesthetics Rules Extraction from EEG Signals. 536-546 - Juan P. V. Minoli, Álvaro Ángel Orozco, Gloria L. Porras-Hurtado, Hernán F. García:
Brain Shape Correspondence Analysis Using Variational Mixtures for Gaussian Process Latent Variable Models. 547-556 - M. Rodriguez-Sampaio, Mariano Rincón, Sonia Valladares-Rodríguez, Margarita Bachiller-Mayoral:
Explainable Artificial Intelligence to Detect Breast Cancer: A Qualitative Case-Based Visual Interpretability Approach. 557-566 - Anderson Iván Rincón Soler, Pedro David Arini, Santiago F. Caracciolo, Fernando Ingallina, María Paula Bonomini:
Evaluation of a Gaussian Mixture Model for Generating Synthetic ECG Signals During an Angioplasty Procedure. 567-575 - Axel Wood, Marcos Cerrato, María Paula Bonomini:
Automatic Left Bundle Branch Block Diagnose Using a 2-D Convolutional Network. 576-585 - Beatriz del Cisne Macas Ordónez, José Manuel Ferrández de Vicente, María Paula Bonomini:
QRS-T Angle as a Biomarker for LBBB Strict Diagnose. 586-594 - Lucas Escobar-Correa, Juan Murillo-Escobar, Edilson Delgado-Trejos, David Cuesta-Frau:
Variable Embedding Based on L-statistic for Electrocardiographic Signal Analysis. 595-604 - Juan Pablo Restrepo-Uribe, Diana A. Orrego-Metaute, Edilson Delgado-Trejos, David Cuesta-Frau:
Uniform and Non-uniform Embedding Quality Using Electrocardiographic Signals. 605-614 - Javier V. Juan, Luis de la Ossa, Eduardo Iáñez, Mario Ortíz, Laura Ferrero, José Maria Azorín:
Decoding Lower-Limbs Kinematics from EEG Signals While Walking with an Exoskeleton. 615-624 - Halima Ettahiri, José Manuel Ferrández de Vicente, Taoufiq Fechtali:
EEG Signals in Mental Fatigue Detection: A Comparing Study of Machine Learning Technics VS Deep Learning. 625-633 - Mahmudul Huq, F. Javier Garrigós, José Javier Martínez, José Manuel Ferrández, Eduardo Fernández:
Application of RESNET and Combined RESNET+LSTM Network for Retina Inspired Emotional Face Recognition System. 634-646
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