antonyalexos / accelerometer-knee-osteoarthritis-prediction Goto Github PK

This is the implementation of the paper "Physical activity as a risk factor in the progression of Osteoarthritis: A machine learning perspective". The paper was published in the LION14. You can find the paper here.

The accelerometer data were from The Osteoarthritis Initiative(OAI), which you can find here. Because the data that we use are for day accelerometer activity, the files have a small size, so we have included them in this repository.

• put_data_together.ipynb: In this file we put the accelerometer data together with the list of features.
• accel_day_pred.ipynb: This is the file with the main code and the prediction of our data.
• KL.xlsx: Excel file with the KL target feature from the big data. In this data file the KL feature is the prediction of Knee Osteoarthritis progression.
• AccelDataByDay06.txt Excel file with he accelerometer data from KOA.