Novelty Detection using Deep Normative Modeling for IMU-Based Abnormal Movement Monitoring in Parkinson's Disease and Autism Spectrum Disorders

Nastaran Mohammadian Rad*, Twan van Laarhoven, Cesare Furlanello, Elena Marchiori

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Article number3533
Number of pages17
JournalSensors
Volume18
Issue number10
DOIs
Publication statusPublished - 19 Oct 2018

Keywords

  • novelty detection
  • deep learning
  • normative modeling
  • denoising autoencoders
  • Parkinson's disease
  • autism spectrum disorder
  • stereotypical motor movements
  • freezing of gait
  • ONE-CLASS SVM
  • ANOMALY DETECTION
  • WEARABLE SENSORS
  • GAIT
  • STATISTICS
  • SUPPORT

Cite this

@article{19fcd7c6e1024b79bacde6958e745a3e,
title = "Novelty Detection using Deep Normative Modeling for IMU-Based Abnormal Movement Monitoring in Parkinson's Disease and Autism Spectrum Disorders",
keywords = "novelty detection, deep learning, normative modeling, denoising autoencoders, Parkinson's disease, autism spectrum disorder, stereotypical motor movements, freezing of gait, ONE-CLASS SVM, ANOMALY DETECTION, WEARABLE SENSORS, GAIT, STATISTICS, SUPPORT",
author = "Rad, {Nastaran Mohammadian} and {van Laarhoven}, Twan and Cesare Furlanello and Elena Marchiori",
year = "2018",
month = "10",
day = "19",
doi = "10.3390/s18103533",
language = "English",
volume = "18",
journal = "Sensors",
issn = "1424-8220",
publisher = "MDPI",
number = "10",

}

Novelty Detection using Deep Normative Modeling for IMU-Based Abnormal Movement Monitoring in Parkinson's Disease and Autism Spectrum Disorders. / Rad, Nastaran Mohammadian; van Laarhoven, Twan; Furlanello, Cesare; Marchiori, Elena.

In: Sensors, Vol. 18, No. 10, 3533, 19.10.2018.

Research output: Contribution to journalArticleAcademicpeer-review

TY - JOUR

T1 - Novelty Detection using Deep Normative Modeling for IMU-Based Abnormal Movement Monitoring in Parkinson's Disease and Autism Spectrum Disorders

AU - Rad, Nastaran Mohammadian

AU - van Laarhoven, Twan

AU - Furlanello, Cesare

AU - Marchiori, Elena

PY - 2018/10/19

Y1 - 2018/10/19

KW - novelty detection

KW - deep learning

KW - normative modeling

KW - denoising autoencoders

KW - Parkinson's disease

KW - autism spectrum disorder

KW - stereotypical motor movements

KW - freezing of gait

KW - ONE-CLASS SVM

KW - ANOMALY DETECTION

KW - WEARABLE SENSORS

KW - GAIT

KW - STATISTICS

KW - SUPPORT

U2 - 10.3390/s18103533

DO - 10.3390/s18103533

M3 - Article

VL - 18

JO - Sensors

JF - Sensors

SN - 1424-8220

IS - 10

M1 - 3533

ER -