Gene/Protein
Disease
Symptom
Drug
Enzyme
Compound
Pivot Concepts:
Gene/Protein
Disease
Symptom
Drug
Enzyme
Compound
Target Concepts:
Gene/Protein
Disease
Symptom
Drug
Enzyme
Compound
Query: UMLS:C0004352 (
autism
)
32,579
document(s) hit in 31,850,051 MEDLINE articles (0.00 seconds)
Movement disturbances play an intrinsic part in
autism
.
Upper limb
movements like reach-and-throw seem to be helpful in early identification of children affected by
autism
. Nevertheless few works investigate the application of classifying methods to upper limb movements. In this study we used a machine learning approach Support Vector Machine (SVM) for identifying peculiar features in reach-and-throw movements. 10 pre-scholar age children with
autism
and 10 control subjects performing the same exercises were analyzed. The SVM algorithm proved to be able to separate the two groups: accuracy of 100% was achieved with a soft margin algorithm, and accuracy of 92.5% with a more conservative one. These results were obtained with a radial basis function kernel, suggesting that a non-linear analysis is possibly required.
...
PMID:Reach and throw movement analysis with support vector machines in early diagnosis of autism. 1996 10