Pulmonary Function Prediction (PFP)

the code for "Construction of a machine learning-based pulmonary function prediction model for the Chinese population".

Requirements

Python==3.7.6

numpy
pandas

sklearn

Data

Due to the sensitivity of the population information, the datasets used in this study are available from the corresponding author on reasonable request (whqiu@fjmu.edu.cn).

Description

code_main experiment.py
Performing the main experiment on the Fuqing cohort data

code_dimension reduction.py
Showing performance changes during dimension reduction, based on the Fuqing cohort data

code_transfer learning.py
Utilizing the Fuqing cohort data to assist in modeling for the external population (Wuhan-Zhuhai cohort)