Kinematic and looking behaviour features of a movement imitation task
Description of this data
All features are continuous, raw (non-normalised). Missing values and outliers are replaced with class means.
# of classes: 2 (1 – autistic / 0 – non-autistic)
# of data samples: 44 (22-autistic / 22-non autistic)
# of features: Kinematic dataset: 120 per instruction block, Looking behaviour dataset: 48 per instruction block. Feature descriptions are given in a title row in the files and fuller descriptions are given in the paper and it’s Supplementary Methods.
Experiment data files
Steps to reproduce
Steps to reproduce:
• Split the data into train and test samples (in the files column 2 shows how data was split into training and testing samples in the original paper)
• Normalise the data
• Perform feature selection
• Apply supervised machine learning classifier for 2 classes.
Cite this dataset
Vabalas, Andrius; Gowen, Emma; Poliakoff, Ellen; Casson, Alex (2020), “Kinematic and looking behaviour features of a movement imitation task”, Mendeley Data, v4 http://dx.doi.org/10.17632/fnt6jtc5np.4
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The files associated with this dataset are licensed under a Creative Commons Attribution 4.0 International licence.