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

doi:10.1016/j.sigpro.2017.10.011

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 Program Learning and Innovation in Resilient systems (LIRS)

Research output: Contribution to journal › Article › Academic › peer-review

29 Citations (Web of Science)

Original language	English
Pages (from-to)	180-191
Number of pages	12
Journal	Signal Processing
Volume	144
DOIs	https://doi.org/10.1016/j.sigpro.2017.10.011
Publication status	Published - 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
BEHAVIORS
NETWORK

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10.1016/j.sigpro.2017.10.011

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@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, BEHAVIORS, NETWORK",

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 = mar,

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",

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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

KW - BEHAVIORS

KW - NETWORK

U2 - 10.1016/j.sigpro.2017.10.011

DO - 10.1016/j.sigpro.2017.10.011

M3 - Article

SN - 0165-1684

VL - 144

SP - 180

EP - 191

JO - Signal Processing

JF - Signal Processing

ER -

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

Keywords

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