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IWINAC 2022: Puerto de la Cruz, Tenerife, Spain - Part I
- José Manuel Ferrández de Vicente
, José Ramón Álvarez Sánchez
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
ConvNet-CA: A Lightweight Attention-Based CNN for Brain Disease Detection. 3-12 - Marco A. Formoso, Andrés Ortiz
Temporal Phase Synchrony Disruption in Dyslexia: Anomaly Patterns in Auditory Processing. 13-22 - Diego Castillo-Barnes
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
Automatic Classification System for Diagnosis of Cognitive Impairment Based on the Clock-Drawing Test. 34-42 - Nicolás Gallego-Molina
Unraveling Dyslexia-Related Connectivity Patterns in EEG Signals by Holo-Hilbert Spectral Analysis. 43-52 - Ignacio Rodríguez-Rodríguez
Inter-channel Granger Causality for Estimating EEG Phase Connectivity Patterns in Dyslexia. 53-62 - Afshin Shoeibi
Automatic Diagnosis of Schizophrenia in EEG Signals Using Functional Connectivity Features and CNN-LSTM Model. 63-73 - Behnam Gholami
Sleep Apnea Diagnosis Using Complexity Features of EEG Signals. 74-83 - David López-García
Representational Similarity Analysis: A Preliminary Step to fMRI-EEG Data Fusion in MVPAlab. 84-94 - Andrés Ortiz
Towards Mixed Mode Biomarkers: Combining Structural and Functional Information by Deep Learning. 95-103 - Jose Antonio Simón-Rodríguez, Francisco Jesús Martínez-Murcia
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
Capacity Estimation from Environmental Audio Signals Using Deep Learning. 114-124 - Wei Wang
Covid-19 Detection by Wavelet Entropy and Self-adaptive PSO. 125-135 - Ziquan Zhu
RDNet: ResNet-18 with Dropout for Blood Cell Classification. 136-144 - Afshin Shoeibi
Automatic Diagnosis of Myocarditis in Cardiac Magnetic Images Using CycleGAN and Deep PreTrained Models. 145-155 - Juan Eloy Arco, Andrés Ortiz
Quantifying Inter-hemispheric Differences in Parkinson's Disease Using Siamese Networks. 156-165 - Carmen Jimenez-Mesa
Analyzing Statistical Inference Maps Using MRI Images for Parkinson's Disease. 166-175 - Diego Castillo-Barnes
Evaluating Intensity Concentrations During the Spatial Normalization of Functional Images for Parkinson's Disease. 176-186
Neuromotor and Cognitive Disorders
- Luis Sigcha
Monitoring Motor Symptoms in Parkinson's Disease Under Long Term Acoustic Stimulation. 189-198 - Andrés Gómez-Rodellar
Evaluation of TMS Effects on the Phonation of Parkinson's Disease Patients. 199-208 - Pedro Gómez Vilda
Effects of Neuroacoustic Stimulation on Two Study Cases of Parkinson's Disease Dysarthria. 209-218 - Andrés Gómez-Rodellar
Characterizing Masseter Surface Electromyography on EEG-Related Frequency Bands in Parkinson's Disease Neuromotor Dysarthria. 219-228 - Carlos Rodrigo-Rivero
Acquisition of Relevant Hand-Wrist Features Using Leap Motion Controller: A Case of Study. 229-238 - Daniel Palacios-Alonso
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
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
Design of Educational Scenarios with BigFoot Walking Robot: A Cyber-physical System Perspective to Pedagogical Rehabilitation. 259-269 - Jose María Vicente-Samper
Feasibility Study of a ML-Based ASD Monitoring System. 270-280 - Jing Li
ApEn: A Stress-Aware Pen for Children with Autism Spectrum Disorder. 281-290 - Marina Jodra-Chuan
Anxiety Monitoring in Autistic Disabled People During Voice Recording Sessions. 291-300 - Marina Jodra
What Can Technology Do for Autistic Spectrum Disorder People? 301-309 - Gema Benedicto
Autism Spectrum Disorder (ASD): Emotional Intervention Protocol. 310-322 - Trenton Schulz
Creating Vignettes for a Robot-Supported Education Solution for Children with Autism Spectrum Disorder. 323-331 - Agustín Álvarez Marquina
Identification of Parkinson's Disease from Speech Using CNNs and Formant Measures. 332-342 - Pedro Gómez Vilda
Characterization of Hypokinetic Dysarthria by a CNN Based on Auditory Receptive Fields. 343-352 - Rafael Martínez-Olalla
Evaluation of the Presence of Subharmonics in the Phonation of Children with Smith Magenis Syndrome. 353-362 - Olga Ivanova
Speech Analysis in Preclinical Identification of Alzheimer's Disease. 363-368 - Nicolás Alberto Posteguillo
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
Horizon Cyber-Vision: A Cybernetic Approach for a Cortical Visual Prosthesis. 380-394 - Dorota Waclawczyk, Leili Soo, Mikel Val-Calvo, Roberto Morollon, Fabrizio Grani
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
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
Detection of Alzheimer's Disease Using a Four-Channel EEG Montage. 436-445 - Alba Gómez-Valadés Batanero
Evaluating Imputation Methods for Missing Data in a MCI Dataset. 446-454 - Fernando Javier Pinilla
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
Classification of Psychophysiological Patterns During Emotional Processing Using SVM. 485-493 - Daniel Palacios-Alonso
Measuring Motion Sickness Through Racing Simulator Based on Virtual Reality. 494-504
Health Applications
- Rafael Berenguer-Vidal
Analysis of the Asymmetry in RNFL Thickness Using Spectralis OCT Measurements in Healthy and Glaucoma Patients. 507-515 - Fabrizio Grani
Performance Evaluation of a Real-Time Phase Estimation Algorithm Applied to Intracortical Signals from Human Visual Cortex. 516-525 - Jinze Du
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
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
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
QRS-T Angle as a Biomarker for LBBB Strict Diagnose. 586-594 - Lucas Escobar-Correa
Variable Embedding Based on L-statistic for Electrocardiographic Signal Analysis. 595-604 - Juan Pablo Restrepo-Uribe
Uniform and Non-uniform Embedding Quality Using Electrocardiographic Signals. 605-614 - Javier V. Juan
Decoding Lower-Limbs Kinematics from EEG Signals While Walking with an Exoskeleton. 615-624 - Halima Ettahiri
EEG Signals in Mental Fatigue Detection: A Comparing Study of Machine Learning Technics VS Deep Learning. 625-633 - Mahmudul Huq, F. Javier Garrigós
Application of RESNET and Combined RESNET+LSTM Network for Retina Inspired Emotional Face Recognition System. 634-646
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