Can I read Linear Regression with Noise Analysis on EtoBox?
Linear Regression with Noise Analysis by Aaditya Dhaka is a document available to read on EtoBox.
What is Linear Regression with Noise Analysis about?
The document outlines a practice exercise involving linear regression models applied to the California Housing Dataset, assessing performance under various conditions, including normal noise, uniform noise, and data poisoning. The baseline model achieved an R² score of 0.5758, while models with normal and uniform noise showed slight improvements, and the poisoned model significantly decreased performance to an R² of 0.5455. Visualizations of residual distributions indicate the impact of these conditions on
- Author
- Aaditya Dhaka
- Language
- EN