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A novel attention-based hybrid CNN-RNN architecture for sEMG-based gesture recognition.
PloS one
Oct 30, 2018
The surface electromyography (sEMG)-based gesture recognition with deep learning approach plays an increasingly important role in human-computer interaction. Existing deep learning architectures are mainly based on Convolutional Neural Network (CNN) ...
Testing of an assistive robot system for haptic exploration of objects.
Assistive technology : the official journal of RESNA
Oct 29, 2018
INTRODUCTION: When children with physical impairments cannot perform hand movements for haptic exploration, they may miss opportunities to learn the properties of objects. Assistive robots may enable them to make manipulation actions.
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Significant predictors of mathematical literacy for top-tiered countries/economies, Canada, and the United States on PISA 2012: Case for the sparse regression model.
The British journal of educational psychology
Oct 29, 2018
BACKGROUND: National ranking from the triennial Programme of International Student Assessment (PISA) often serves as a barometer of national performance and human capital. Though excessive student- and school-level covariates (n > 700) may prove intr...
A Machine-Learning Approach for Detection and Quantification of QRS Fragmentation.
IEEE journal of biomedical and health informatics
Oct 29, 2018
OBJECTIVE: Fragmented QRS (fQRS) is an accessible biomarker and indication of myocardial scarring that can be detected from the electrocardiogram (ECG). Nowadays, fQRS scoring is done on a visual basis, which is time consuming and leads to subjective...
Self-selected speed gait training in Parkinson's disease: robot-assisted gait training with virtual reality versus gait training on the ground.
European journal of physical and rehabilitation medicine
Oct 29, 2018
BACKGROUND: Parkinson's disease (PD) is a neurodegenerative disorder causing progressive gait disability. Although robot-assisted gait training (RAGT) using the Lokomat device has been demonstrated to improve gait in PD, it is not clear what the best...
Identification of Hidden Sources by Estimating Instantaneous Causality in High-Dimensional Biomedical Time Series.
International journal of neural systems
Oct 29, 2018
The study of connectivity patterns of a system's variables, such as multi-channel electroencephalograms (EEG), is of utmost importance towards a better understanding of its internal evolutionary mechanisms. Here, the problem of estimating the connect...
Usefulness of Delayed Introduction of Tacrolimus in Kidney Transplants Using Type-III Donors After Circulatory Death.
Transplantation proceedings
Oct 29, 2018
INTRODUCTION: Our study compares 2 immunosuppressive strategies to reduce tacrolimus nephrotoxicity and its risk of acute tubular necrosis: delayed introduction of tacrolimus plus thymoglobulin vs initial tacrolimus plus basiliximab on the results of...
Translation of morphological and functional musculoskeletal imaging.
Journal of orthopaedic research : official publication of the Orthopaedic Research Society
Oct 29, 2018
In an effort to develop quantitative biomarkers for degenerative joint disease and fill the void that exists for diagnosing, monitoring, and assessing the extent of whole joint degeneration, the past decade has been marked by a greatly increased role...
Comparative Evaluation of Machine Learning Strategies for Analyzing Big Data in Psychiatry.
International journal of molecular sciences
Oct 29, 2018
The requirement of innovative big data analytics has become a critical success factor for research in biological psychiatry. Integrative analyses across distributed data resources are considered essential for untangling the biological complexity of m...
Ambient Intelligence Environment for Home Cognitive Telerehabilitation.
Sensors (Basel, Switzerland)
Oct 29, 2018
Higher life expectancy is increasing the number of age-related cognitive impairment cases. It is also relevant, as some authors claim, that physical exercise may be considered as an adjunctive therapy to improve cognition and memory after strokes. Th...
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