How to Use Machine Learning Predictions in Regression Model
Project Description
It's been getting popular to use machine learning to generate classification on big data (e.g., text, images) and use the predicted values in subsequent statistical analysis (e.g., regression models). However, this exercise neglects the fact that machine predictions contain errors and hence will carry over the prediction errors in subsequent statistical models.
This project seeks to develop econometric models to address the above problem.
Supervisor
ZHANG Han
Quota
2
Course type
UROP1100
UROP2100
UROP3100
UROP4100
Applicant's Roles
Help me develop econometric models and write statistical software.
Students should be familiar with statistics and the process to derive mathematical proofs, or he should have good programming skills.
Applicant's Learning Objectives
Learn the process to develop a statistical model and write software packages.
Complexity of the project
Challenging