Lecture 11, Dimensionality Reduction
Tid: Måndag 6 oktober 2014 kl 15:00 - 17:00
Plats: Q1
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:
- Concept of subspace
- Similarity measure
- Subspace method
- Unsupervised Learning
- Principal Component Analysis (PCA)
Related reading:
Chapter 10.2 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/