Search Results - "Skaramagkas, Vasileios"
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Multi-modal Deep Learning Diagnosis of Parkinson's Disease - A Systematic Review
Published in IEEE transactions on neural systems and rehabilitation engineering (01-01-2023)“…Parkinson's Disease (PD) is among the most frequent neurological disorders. Approaches that employ artificial intelligence and notably deep learning, have been…”
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Journal Article -
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Review of Eye Tracking Metrics Involved in Emotional and Cognitive Processes
Published in IEEE reviews in biomedical engineering (2023)“…Eye behaviour provides valuable information revealing one's higher cognitive functions and state of affect. Although eye tracking is gaining ground in the…”
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3
The Smart-Insole Dataset: Gait Analysis Using Wearable Sensors with a Focus on Elderly and Parkinson's Patients
Published in Sensors (Basel, Switzerland) (16-04-2021)“…Gait analysis is crucial for the detection and management of various neurological and musculoskeletal disorders. The identification of gait events is valuable…”
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Detecting Minor Symptoms of Parkinson’s Disease in the Wild Using Bi-LSTM with Attention Mechanism
Published in Sensors (Basel, Switzerland) (01-09-2023)“…Parkinson’s disease (PD) is a neurodegenerative disorder characterized by motor and nonmotor impairment with various implications on patients’ quality of life…”
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Evaluating Gait Impairment in Parkinson's Disease from Instrumented Insole and IMU Sensor Data
Published in Sensors (Basel, Switzerland) (01-04-2023)“…Parkinson's disease (PD) is characterized by a variety of motor and non-motor symptoms, some of them pertaining to gait and balance. The use of sensors for the…”
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6
Can Gait Features Help in Differentiating Parkinson's Disease Medication States and Severity Levels? A Machine Learning Approach
Published in Sensors (Basel, Switzerland) (16-12-2022)“…Parkinson's disease (PD) is one of the most prevalent neurological diseases, described by complex clinical phenotypes. The manifestations of PD include both…”
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7
Towards Essential Hand Tremor Suppression via Pneumatic Artificial Muscles
Published in Actuators (01-09-2021)“…Essential tremor (ET) is one of the most common movement disorders and can occur unexpectedly and develop indefinitely to any population unit. According to the…”
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A Study on the Essential and Parkinson’s Arm Tremor Classification
Published in Signals (Basel) (2021)“…In this article, the challenge of discriminating between essential and Parkinson’s tremor is addressed. Although a variety of methods have been proposed for…”
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eSEE-d: Emotional State Estimation Based on Eye-Tracking Dataset
Published in Brain sciences (30-03-2023)“…Affective state estimation is a research field that has gained increased attention from the research community in the last decade. Two of the main catalysts…”
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10
The utility of diaphragm ultrasound thickening indices for assessing respiratory decompensation in amyotrophic lateral sclerosis
Published in Muscle & nerve (01-12-2023)“…Introduction/Aims Amyotrophic lateral sclerosis (ALS) leads to diaphragmatic weakness at some point during its course, which is a major cause of respiratory…”
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COLET: A dataset for COgnitive workLoad estimation based on eye-tracking
Published in Computer methods and programs in biomedicine (01-09-2022)“…•The dataset combines both objective and subjective performance evaluation.•Wide variety of eye tracking data, high number of participants.•Statistically…”
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An Experimental Investigation of Essential Hand Tremor Suppression via a Soft Exoskeletal Glove
Published in 2020 European Control Conference (ECC) (01-05-2020)“…In this article, a soft exoskeletal glove is proposed for investigating the potential of utilizing Pneumatic Artificial Muscles (PAMs) for suppressing hand…”
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Conference Proceeding -
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Towards Differential Diagnosis of Essential and Parkinson's Tremor via Machine Learning
Published in 2020 28th Mediterranean Conference on Control and Automation (MED) (01-09-2020)“…In this article, the challenge of identifying between Essential and Parkinson's tremor is addressed. To this goal, a clinical analysis was performed, where a…”
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Conference Proceeding -
14
Using the recurrence plots as indicators for the recognition of Parkinson's disease through phonemes assessment
Published in 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01-01-2023)“…Parkinson's disease (PD) is considered to be the second most common neurodegenerative disease which affects the patients' life throughout the years. As a…”
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Conference Proceeding Journal Article -
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Smart Insole: A Gait Analysis Monitoring Platform Targeting Parkinson Disease Patients Based on Insoles
Published 23-11-2022“…During the preceding decades, human gait analysis has been the center of attention for the scientific community, while the association between gait analysis…”
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16
A machine learning approach to predict emotional arousal and valence from gaze extracted features
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25-10-2021)“…In the last years, many studies have been investigating emotional arousal and valence. Most of them have focused on the use of physiological signals such as…”
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Conference Proceeding -
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Cognitive workload level estimation based on eye tracking: A machine learning approach
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25-10-2021)“…Cognitive workload is a critical feature in related psychology, ergonomics, and human factors for understanding performance. However, it still is difficult to…”
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Conference Proceeding -
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AI Methods for Personalized Suggestions on Smart Glasses Based on Human Activity Recognition
Published in 2022 IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI) (27-09-2022)“…Smart wearables are becoming an irreplaceable part of daily living by supporting their users to maintain or adopt healthier lifestyles and monitor their…”
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Conference Proceeding -
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Gait and balance patterns related to Free-Walking and TUG tests in Parkinson's Disease based on plantar pressure data
Published in 2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC) (01-01-2021)“…Continuous monitoring of patients with Parkinson's Disease (PD) is critical for their effective management, as early detection of improvement or degradation…”
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Conference Proceeding Journal Article -
20
Exploring Artificial Intelligence methods for recognizing human activities in real time by exploiting inertial sensors
Published in 2021 IEEE 21st International Conference on Bioinformatics and Bioengineering (BIBE) (25-10-2021)“…The aim of this work is to present two different algorithmic pipelines for human activity recognition (HAR) in real time, exploiting inertial measurement unit…”
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Conference Proceeding