Code of Autism Detection Study
Running this code requires only a standard computer with enough RAM to support the in-memory operations.
This code is supported for Windows and Linux. The package has been tested on the following systems:
- Windows: Windows 10
- Linux: Ubuntu 16.04
The code mainly depends on the Python scientific libraries.
numpy
scipy
scikit-learn
pandas
seaborn
First,install anaconda:https://docs.anaconda.com/anaconda/install/
Second, you have to install OpenFace: https://github.com/TadasBaltrusaitis/OpenFace
There are certain steps to follow (different notebooks are available):
- Extract all features of the video data (available upon request)
- Preprocess this data
- Group Analysis of the data
- Machine Learning analysis
The notebook already include the expected output. The run time of all scripts for a normal desktop computer is several days. Thus, using a cluster is recommended.