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Novelty Detection using Deep Normative Modeling for IMU-Based Abnormal Movement Monitoring in Parkinson's Disease and Autism Spectrum Disorders
2018
Sensors
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Detecting and monitoring of abnormal movement behaviors in patients with Parkinson's Disease (PD) and individuals with Autism Spectrum Disorders (ASD) are beneficial for adjusting care and medical treatment ...
In this paper, we propose deep normative modeling as a probabilistic novelty detection method, in which we model the distribution of normal human movements recorded by wearable sensors and try to detect ...
malfunctions such as Parkinson's Disease (PD) [1] and Autism Spectrum Disorder (ASD) [2] . ...
doi:10.3390/s18103533
fatcat:il3crauryfct7ogsn7xflypnfy
A literature review on one-class classification and its potential applications in big data
2021
Journal of Big Data
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Commonly used techniques in OCC for outlier detection and for novelty detection, respectively, are discussed. ...
We group the different works into three categories: outlier detection, novelty detection, and deep learning and OCC. ...
Acknowledgements We would like to thank the various reviewers in the Data Mining and Machine Learning Laboratory at Florida Atlantic University, Boca Raton, FL 33431. ...
doi:10.1186/s40537-021-00514-x
fatcat:iaqfshjii5butmn64yrecd5yxq
Deep Learning Approaches for Detecting Freezing of Gait in Parkinson's Disease Patients through On-Body Acceleration Sensors
2020
Sensors
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Also, several machine and deep learning approaches for FOG detection are evaluated using a leave-one-subject-out (LOSO) cross-validation. ...
Freezing of gait (FOG) is one of the most incapacitating motor symptoms in Parkinson's disease (PD). The occurrence of FOG reduces the patients' quality of live and leads to falls. ...
[66] proposed a novelty detection framework based on convolutional denoising autoencoder, to detect atypical movement patterns in patients with Autism Spectrum Disorder and PD, via wearable sensors ...
doi:10.3390/s20071895
pmid:32235373
fatcat:7hfljuaik5fljfuod5ubesbsci
Abstract of Conferences
2019
Medicine & Health
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However, children with autism spectrum disorder (ASD) are picky eater,
which may lead to malnourishment, due to limited and restricted diet. ...
/MH.2019.s1401
E13
The Areas of Information Published on RCT for
Nutrition for Children with Autism Spectrum
Disorder: A Systematic Review ...
doi:10.17576/mh.2019.s1401
fatcat:qtm5gcbzejerxhloaabed2xh54
Proceedings XXI Congresso SIAMOC 2021
2021
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ACKNOWLEDGMENTS This study was supported by Mobilise-D project (EU H2020, EFPIA, and IMI 2 Joint Undertaking; Grant no. 820820), the UK EPSRC (K03877X/1 and S032940/1) and by the NIHR Sheffield Biomedical ...
INTRODUCTION Fragile X Syndrome (FXS) is the leading form of inherited intellectual disability and autism spectrum disorder, caused by a tri-nucleotide CGG repeat expansion in the FMR1 gene [1] . ...
The trained model is then ready to be used to perform landmarks detection in seen and unseen videos. ...
doi:10.6092/unibo/amsacta/6846
fatcat:7xj2zd6dsvdlrh2ycm3zdqoi4m