[Update:[Sat Apr 26 IST 2014]]
- Monday, Jan 13, 2014:
- Dimension: friend or foe? Strange facts about the unit ball in high dimensions.
- Friday, Jan 17, 2014:
- Principal component analysis
(PCA) to find intrinsic dimension of data. An application in
facial image analysis. It is motivated by
this
webpage. [Lecture notes and links to
data sets]
- Wednesday, Jan 22, 2014:
- Introduction to classification. LDA.
[Lecture note with interactive animation]
- Friday, Jan 24, 2014:
- LDA, QDA in action. Cross validation.
[Lecture note with interactive animation]
- Wednesday, Jan 29, 2014:
- More on cross validation. Bayesian classification. Nonparametric supervised classification: C&RT.
[Lecture note with interactive animation]
- Friday, Jan 31, 2014:
- Lab on bayesian classification and C&RT.
[Lecture note]
- Wednesday, Feb 05, 2014:
- k-nearest neighbour classification, Support vector machines (part 1)
[Lecture note]
- Friday, Feb 07, 2014:
- Support vector machines (part 2)
[Lecture note]
- Wednesday, Feb 12, 2014:
- Support vector machines (part 3)
[Lecture note]
- Friday, Feb 14, 2014:
- Support vector machines (part 4)
[Lecture note]
- Wednesday, Feb 19, 2014:
- Support vector machines with nonnumeric features (part 5)
[Lecture note]
- Friday, Feb 21, 2014:
- Support vector machines (part 6) and k-nearest neighbour method, k-means clustering.
[Lecture note]
- Wednesday, Feb 26, 2014:
- Model-based clustering
[Lecture note]
- Friday, Feb 28, 2014:
- Copula (part 1)
[Lecture note]
- Wednesday, Mar 05, 2014:
- Copula (part 2)
[Lecture note]
- Friday, Mar 07, 2014:
- Copula (part 3)
[Lecture note]
- Wednesday, Mar 12, 2014:
- Copula (part 3)
[Lecture note]
- Friday, Mar 14, 2014:
- No class
- Wednesday, Mar 19, 2014:
- Adhidev's presentation. Existence of pdf for Archimedean copula.
[Lecture note]
- Friday, Mar 21, 2014:
- Tamalika's presentation. Fitting Archimedean copula.
[Lecture note]
- Wednesday, Mar 26, 2014:
- Jayant's presentation.
- Friday, Mar 28, 2014:
- Noirrit and Rizu's presentation. Vines.
[Lecture note]
- All the remaining lectures combined:
- Vines.
[Lecture note]
Miscellaneous excercises