Regression problems in real time

Rizwan Qureshi, The University of Texas, Department of Imaging Physics
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Summary

In this activity, we will be testing various regression models and analyze the effects of different objective functions, regularization terms and formulations. We will analyze the effect of different outliers on the data distribution and the performance of the algorithms.


Learning Goals

Regression methods
Implementing the algorithms in MATLAB
Not really.

Context for Use

Undergraduate or Graduate level CS or Engineering / Math / Stats:
30 mins Classroom
30 mins Labs

Intermediate level MATLAB and some general statistics
The difficulty level is moderate
MATLAB machine learning

Description and Teaching Materials

These are classroom assignments. I will upload the data and the files.




Teaching Notes and Tips

Just upload the data and MATLAB should be installed in every workstation

Assessment

Based on results and implementation

References and Resources