Diagnostics to Improve Linear Model Fit - OLS Analysis and Residual Plots

Diagnostics to Improve Linear Model Fit - OLS Analysis and Residual Plots

NPTEL-NOC IITM via YouTube Direct link

OLS: Checking for normality of errors

6 of 11

6 of 11

OLS: Checking for normality of errors

Class Central Classrooms beta

YouTube videos curated by Class Central.

Classroom Contents

Diagnostics to Improve Linear Model Fit - OLS Analysis and Residual Plots

Automatically move to the next video in the Classroom when playback concludes

  1. 1 Intro
  2. 2 OLS on Anscombe data
  3. 3 OLS: Residual Analysis
  4. 4 OLS: Residual Plots of Anscombe data
  5. 5 Normal Q-Q Plot
  6. 6 OLS: Checking for normality of errors
  7. 7 OLS: Checking for non-uniform error variance
  8. 8 OLS: Checking for outliers in data
  9. 9 OLS: Example for outlier detection
  10. 10 Residual plot for US Bonds data
  11. 11 OLS on US bonds example after removing outliers

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.