Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders

Nastaran Mohammadian Rad*, Seyed Mostafa Kia, Calogero Zarbo, Twan van Laarhoven, Giuseppe Jurman, Paola Venuti, Elena Marchiori, Cesare Furlanello

*Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Original languageEnglish
Pages (from-to)180-191
Number of pages12
JournalSignal Processing
Volume144
DOIs
Publication statusPublished - Mar 2018

Keywords

  • Convolutional neural networks
  • Long short-term memory
  • Transfer learning
  • Ensemble learning
  • Wearable sensors
  • Autism spectrum disorders
  • CHILDREN
  • RECOGNITION
  • BEHAVIOR
  • ACCELEROMETRY
  • NETWORKS
  • MODELS
  • TERM

Cite this

Rad, Nastaran Mohammadian ; Kia, Seyed Mostafa ; Zarbo, Calogero ; van Laarhoven, Twan ; Jurman, Giuseppe ; Venuti, Paola ; Marchiori, Elena ; Furlanello, Cesare. / Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders. In: Signal Processing. 2018 ; Vol. 144. pp. 180-191.
@article{0c23280ab565485dad8bcbb9d40ffdbd,
title = "Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders",
keywords = "Convolutional neural networks, Long short-term memory, Transfer learning, Ensemble learning, Wearable sensors, Autism spectrum disorders, CHILDREN, RECOGNITION, BEHAVIOR, ACCELEROMETRY, NETWORKS, MODELS, TERM",
author = "Rad, {Nastaran Mohammadian} and Kia, {Seyed Mostafa} and Calogero Zarbo and {van Laarhoven}, Twan and Giuseppe Jurman and Paola Venuti and Elena Marchiori and Cesare Furlanello",
year = "2018",
month = "3",
doi = "10.1016/j.sigpro.2017.10.011",
language = "English",
volume = "144",
pages = "180--191",
journal = "Signal Processing",
issn = "0165-1684",
publisher = "ELSEVIER SCIENCE BV",

}

Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders. / Rad, Nastaran Mohammadian; Kia, Seyed Mostafa; Zarbo, Calogero; van Laarhoven, Twan; Jurman, Giuseppe; Venuti, Paola; Marchiori, Elena; Furlanello, Cesare.

In: Signal Processing, Vol. 144, 03.2018, p. 180-191.

Research output: Contribution to journalArticleAcademicpeer-review

TY - JOUR

T1 - Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders

AU - Rad, Nastaran Mohammadian

AU - Kia, Seyed Mostafa

AU - Zarbo, Calogero

AU - van Laarhoven, Twan

AU - Jurman, Giuseppe

AU - Venuti, Paola

AU - Marchiori, Elena

AU - Furlanello, Cesare

PY - 2018/3

Y1 - 2018/3

KW - Convolutional neural networks

KW - Long short-term memory

KW - Transfer learning

KW - Ensemble learning

KW - Wearable sensors

KW - Autism spectrum disorders

KW - CHILDREN

KW - RECOGNITION

KW - BEHAVIOR

KW - ACCELEROMETRY

KW - NETWORKS

KW - MODELS

KW - TERM

U2 - 10.1016/j.sigpro.2017.10.011

DO - 10.1016/j.sigpro.2017.10.011

M3 - Article

VL - 144

SP - 180

EP - 191

JO - Signal Processing

JF - Signal Processing

SN - 0165-1684

ER -