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, N. M., Kia, S. M., Zarbo, C., van Laarhoven, T., Jurman, G., Venuti, P., ... Furlanello, C. (2018). Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders. Signal Processing, 144, 180-191. https://doi.org/10.1016/j.sigpro.2017.10.011
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.
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title = "Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders",
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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",
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Rad, NM, Kia, SM, Zarbo, C, van Laarhoven, T, Jurman, G, Venuti, P, Marchiori, E & Furlanello, C 2018, 'Deep learning for automatic stereotypical motor movement detection using wearable sensors in autism spectrum disorders', Signal Processing, vol. 144, pp. 180-191. https://doi.org/10.1016/j.sigpro.2017.10.011

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 -