메뉴 건너뛰기




Volumn 45, Issue 7, 2015, Pages 2146-2156

Use of Machine Learning to Identify Children with Autism and Their Motor Abnormalities

Author keywords

Autism spectrum disorder; Classification; Kinematics; Machine learning; Support vector machines

Indexed keywords

ACCURACY; ARM MOVEMENT; ARTICLE; AUTISM; CHILD; CLINICAL ARTICLE; CONTROLLED STUDY; FEMALE; HUMAN; KINEMATICS; MACHINE LEARNING; MALE; MOTOR DYSFUNCTION; PHENOTYPE; PRESCHOOL CHILD; PRIORITY JOURNAL; TASK PERFORMANCE; ARM; AUTISM SPECTRUM DISORDER; BIOMECHANICS; INFANT; MOVEMENT (PHYSIOLOGY); PATHOPHYSIOLOGY; PHYSIOLOGY; PSYCHOMOTOR PERFORMANCE;

EID: 84931576479     PISSN: 01623257     EISSN: 15733432     Source Type: Journal    
DOI: 10.1007/s10803-015-2379-8     Document Type: Article
Times cited : (167)

References (48)
  • 2
    • 84923658848 scopus 로고    scopus 로고
    • Evidence for specificity of motor impairments in catching and balance in children with autism, Journal of Autism and Developmental Disorders
    • Ament, K., Mejia, A., Buhlman, R., Erklin, S., Caffo, B., Mostofsky, S., et al. (2014). Evidence for specificity of motor impairments in catching and balance in children with autism. Journal of Autism and Developmental Disorders. doi:10.1007/s10803-014-2229-0.
    • (2014) et al
    • Ament, K.1    Mejia, A.2    Buhlman, R.3    Erklin, S.4    Caffo, B.5    Mostofsky, S.6
  • 3
    • 84870469320 scopus 로고    scopus 로고
    • (4th ed., text rev.). Washington, DC: American Psychiatric Association
    • American Psychiatric Association. (2000). Diagnostic and statisticalmanual of mental disorders (4th ed., text rev.). Washington, DC: American Psychiatric Association.
    • (2000) Diagnostic and statistical manual of mental disorders
  • 4
    • 0003472502 scopus 로고    scopus 로고
    • American Psychiatric Association, Arlington, VA
    • American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). Arlington, VA: American Psychiatric Association.
    • (2013) Diagnostic and statistical manual of mental disorders
  • 5
    • 3042796494 scopus 로고    scopus 로고
    • Can the Griffiths scales predict neuromotor and perceptual-motor impairment in term infants with neonatal encephalopathy?
    • PID: 15210495
    • Barnett, A. L., Guzzetta, A., Mercuri, E., Henderson, S. E., Haataja, L., Cowan, F., & Dubowitz, L. (2004). Can the Griffiths scales predict neuromotor and perceptual-motor impairment in term infants with neonatal encephalopathy? Archives of Disease in Childhood,89, 637–643.
    • (2004) Archives of Disease in Childhood , vol.89 , pp. 637-643
    • Barnett, A.L.1    Guzzetta, A.2    Mercuri, E.3    Henderson, S.E.4    Haataja, L.5    Cowan, F.6    Dubowitz, L.7
  • 9
    • 0032594951 scopus 로고    scopus 로고
    • Support vector machines for histogram-based image classification
    • PID: 18252608
    • Chapelle, O., Haffner, P., & Vapnik, V. N. (1999). Support vector machines for histogram-based image classification. IEEE Transactions on Neural Networks,10(5), 1055–1064.
    • (1999) IEEE Transactions on Neural Networks , vol.10 , Issue.5 , pp. 1055-1064
    • Chapelle, O.1    Haffner, P.2    Vapnik, V.N.3
  • 10
    • 84879461193 scopus 로고    scopus 로고
    • Eye-hand coordination in children with high functioning autism and Asperger’s disorder using a gap-overlap paradigm
    • PID: 22865152
    • Crippa, A., Forti, S., Perego, P., & Molteni, M. (2013). Eye-hand coordination in children with high functioning autism and Asperger’s disorder using a gap-overlap paradigm. Journal of Autism and Developmental Disorders,43(4), 841–850.
    • (2013) Journal of Autism and Developmental Disorders , vol.43 , Issue.4 , pp. 841-850
    • Crippa, A.1    Forti, S.2    Perego, P.3    Molteni, M.4
  • 12
    • 84864359367 scopus 로고    scopus 로고
    • Do planning and visual integration difficulties underpin motor dysfunction in autism? A kinematic study of young children with autism
    • PID: 22105140
    • Dowd, A. M., McGinley, J. L., Taffe, J. R., & Rinehart, N. J. (2012). Do planning and visual integration difficulties underpin motor dysfunction in autism? A kinematic study of young children with autism. Journal of Autism and Developmental Disorders,42(8), 1539–1548.
    • (2012) Journal of Autism and Developmental Disorders , vol.42 , Issue.8 , pp. 1539-1548
    • Dowd, A.M.1    McGinley, J.L.2    Taffe, J.R.3    Rinehart, N.J.4
  • 18
    • 34249070546 scopus 로고    scopus 로고
    • Quantitative assessment of neuromotor function in adolescents with high functioning autism and Asperger syndrome
    • PID: 17171541
    • Freitag, C. M., Kleser, C., Schneider, M., & von Gontard, A. (2007). Quantitative assessment of neuromotor function in adolescents with high functioning autism and Asperger syndrome. Journal of Autism and Developmental Disorders,37(5), 948–959.
    • (2007) Journal of Autism and Developmental Disorders , vol.37 , Issue.5 , pp. 948-959
    • Freitag, C.M.1    Kleser, C.2    Schneider, M.3    von Gontard, A.4
  • 19
    • 33750207359 scopus 로고    scopus 로고
    • A kinematic analysis of how young adults with and without autism plan and control goal-directed movements
    • PID: 17106133
    • Glazebrook, C. M., Elliott, D., & Lyons, J. (2006). A kinematic analysis of how young adults with and without autism plan and control goal-directed movements. Motor Control,10(3), 244–264.
    • (2006) Motor Control , vol.10 , Issue.3 , pp. 244-264
    • Glazebrook, C.M.1    Elliott, D.2    Lyons, J.3
  • 20
    • 67649619579 scopus 로고    scopus 로고
    • The role of vision for online control of manual aiming movements in persons with autism spectrum disorders
    • PID: 19535469
    • Glazebrook, C., Gonzalez, D., Hansen, S., & Elliott, D. (2009). The role of vision for online control of manual aiming movements in persons with autism spectrum disorders. Autism,13(4), 411–433.
    • (2009) Autism , vol.13 , Issue.4 , pp. 411-433
    • Glazebrook, C.1    Gonzalez, D.2    Hansen, S.3    Elliott, D.4
  • 23
    • 79959758552 scopus 로고    scopus 로고
    • Diffusion based abnormality markers of pathology: Toward learned diagnostic prediction of ASD
    • PID: 21609768
    • Ingalhalikar, M., Parker, D., Bloy, L., Roberts, T. P., & Verma, R. (2011). Diffusion based abnormality markers of pathology: Toward learned diagnostic prediction of ASD. Neuroimage,57(3), 918–927.
    • (2011) Neuroimage , vol.57 , Issue.3 , pp. 918-927
    • Ingalhalikar, M.1    Parker, D.2    Bloy, L.3    Roberts, T.P.4    Verma, R.5
  • 24
    • 84865347695 scopus 로고    scopus 로고
    • Motor learning relies on integrated sensory inputs in ADHD, but over-selectively on proprioception in autism spectrum conditions
    • PID: 22359275
    • Izawa, J., Pekny, S. E., Marko, M. K., Haswell, C. C., Shadmehr, R., & Mostofsky, S. H. (2012). Motor learning relies on integrated sensory inputs in ADHD, but over-selectively on proprioception in autism spectrum conditions. Autism Research,5(2), 124–136.
    • (2012) Autism Research , vol.5 , Issue.2 , pp. 124-136
    • Izawa, J.1    Pekny, S.E.2    Marko, M.K.3    Haswell, C.C.4    Shadmehr, R.5    Mostofsky, S.H.6
  • 25
    • 1842730980 scopus 로고    scopus 로고
    • To match or not to match? Methodological issues in autism-related research
    • PID: 15098961
    • Jarrold, C., & Brock, J. (2004). To match or not to match? Methodological issues in autism-related research. Journal of Autism and Developmental Disorders,34(1), 81–86.
    • (2004) Journal of Autism and Developmental Disorders , vol.34 , Issue.1 , pp. 81-86
    • Jarrold, C.1    Brock, J.2
  • 28
    • 0030069840 scopus 로고    scopus 로고
    • Moving on: Autism and movement disturbance
    • PID: 8822025
    • Leary, M. R., & Hill, D. A. (1996). Moving on: Autism and movement disturbance. Mental Retardation,34(1), 39–53.
    • (1996) Mental Retardation , vol.34 , Issue.1 , pp. 39-53
    • Leary, M.R.1    Hill, D.A.2
  • 29
    • 79952617583 scopus 로고    scopus 로고
    • Principal component analysis-based techniques and supervised classification schemes for the early detection of Alzheimer’s disease
    • López, M., Ramírez, J., Górriz, J. M., Álvarez, I., Salas-Gonzalez, D., Segovia, F., et al. (2011). Principal component analysis-based techniques and supervised classification schemes for the early detection of Alzheimer’s disease. Neurocomputing,74, 1260–1271.
    • (2011) Neurocomputing , vol.74 , pp. 1260-1271
    • López, M.1    Ramírez, J.2    Górriz, J.M.3    Álvarez, I.4    Salas-Gonzalez, D.5    Segovia, F.6
  • 30
  • 31
    • 0027997172 scopus 로고
    • Autism diagnostic interview-revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders
    • PID: 7814313
    • Lord, C., Rutter, M., & Le Couteur, A. (1994). Autism diagnostic interview-revised: A revised version of a diagnostic interview for caregivers of individuals with possible pervasive developmental disorders. Journal of Autism and Developmental Disorders,24(5), 659–685.
    • (1994) Journal of Autism and Developmental Disorders , vol.24 , Issue.5 , pp. 659-685
    • Lord, C.1    Rutter, M.2    Le Couteur, A.3
  • 33
    • 10444284369 scopus 로고    scopus 로고
    • Underdevelopment of the postural control system in autism
    • PID: 15596750
    • Minshew, N. J., Sung, K., Jones, B. L., & Furman, J. M. (2004). Underdevelopment of the postural control system in autism. Neurology,63(11), 2056–2061.
    • (2004) Neurology , vol.63 , Issue.11 , pp. 2056-2061
    • Minshew, N.J.1    Sung, K.2    Jones, B.L.3    Furman, J.M.4
  • 34
    • 79959277532 scopus 로고    scopus 로고
    • Further evidence of complex motor dysfunction in drug naive children with autism using automatic motion analysis of gait
    • PID: 21478224
    • Nobile, M., Perego, P., Piccinini, L., Mani, E., Rossi, A., Bellina, M., & Molteni, M. (2011). Further evidence of complex motor dysfunction in drug naive children with autism using automatic motion analysis of gait. Autism,15(3), 263–283.
    • (2011) Autism , vol.15 , Issue.3 , pp. 263-283
    • Nobile, M.1    Perego, P.2    Piccinini, L.3    Mani, E.4    Rossi, A.5    Bellina, M.6    Molteni, M.7
  • 42
    • 77955149507 scopus 로고    scopus 로고
    • Stability of motor problems in young children with or at risk of autism spectrum disorders, ADHD, and or developmental coordination disorder
    • Van Waelvelde, H., Oostra, A., Dewitte, G., Van Den Broeck, C., & Jongmans, M. J. (2010). Stability of motor problems in young children with or at risk of autism spectrum disorders, ADHD, and or developmental coordination disorder. Developmental Medicine & Child Neurolology,52(8), 174–178.
    • (2010) Developmental Medicine & Child Neurolology , vol.52 , Issue.8 , pp. 174-178
    • Van Waelvelde, H.1    Oostra, A.2    Dewitte, G.3    Van Den Broeck, C.4    Jongmans, M.J.5
  • 44
    • 0032594959 scopus 로고    scopus 로고
    • An overview of statistical learning theory
    • Vapnik, V. N. (1998). An overview of statistical learning theory. IEEE Transactions on Neural Networks,10(5), 988–999.
    • (1998) IEEE Transactions on Neural Networks , vol.10 , Issue.5 , pp. 988-999
    • Vapnik, V.N.1
  • 45
    • 0034264380 scopus 로고    scopus 로고
    • Bounds on error expectation for support vector machines
    • Vapnik, V. N., & Chapelle, O. (1999). Bounds on error expectation for support vector machines. Neural Computation,12(9), 2013–2036.
    • (1999) Neural Computation , vol.12 , Issue.9 , pp. 2013-2036
    • Vapnik, V.N.1    Chapelle, O.2
  • 46
    • 0000495732 scopus 로고
    • Structuring of early reaching movements: A longitudinal study
    • Von Hofsten, C. (1991). Structuring of early reaching movements: A longitudinal study. Journal of Motor Behavior,23(4), 280–292.
    • (1991) Journal of Motor Behavior , vol.23 , Issue.4 , pp. 280-292
    • Von Hofsten, C.1
  • 48
    • 80055033629 scopus 로고    scopus 로고
    • How do we establish a biological marker for a behaviorally defined disorder? Autism as a test case
    • PID: 21710504
    • Yerys, B. E., & Pennington, B. F. (2011). How do we establish a biological marker for a behaviorally defined disorder? Autism as a test case. Autism Research,4(4), 239–241.
    • (2011) Autism Research , vol.4 , Issue.4 , pp. 239-241
    • Yerys, B.E.1    Pennington, B.F.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.