Lecture 6, Regression Introduction
Tid: Torsdag 18 september 2014 kl 10:00 - 12:00
Plats: FR4
Aktivitet: Föreläsning
Lärare: Atsuto Maki ()
Studentgrupper: TCSCM_CSCA_1, TCSCM_CSCD_1, TCSCM_CSCE_1, TCSCM_CSCG_1, TEBSM_1, TITMM_2, TIVNM_HCID_1, TKOMK_3, TMAIM_MAIB_1, TSCRM_1, TSCRM_2, TTMAM_1, TTMAM_2
Topics:
- Function approximation
- Linear regression
- RANSAC
- Nearest Neighbours regression
- Linear regression + regularization
- Ridge regression
- Lasso
Related reading:
Chapter 3 and 6.2 from An Introduction to Statistical Learning (Springer, 2013)
Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani
Available online: http://www-bcf.usc.edu/~gareth/ISL/