courses:b4m36san:content [CourseWare Wiki]

L	Date	Lecturer	Contents	Materials
1	20.9.	JK	Introduction, course map, requirements. Linear regression (continuous dependent variable, simple linear regression, p-values).	SAN_intro, SAN_regression, SAN_regression_video
2	27.9.	JK	Multivariate regression (overfitting, model shrinkage).	see the previous slides, SAN_shrinkage_video
3	4.10.	JK	Nonlinear regression (polynomial regression, splines, local regression).	SAN_nlin_regression, SAN_nlin_video
4	11.10.	JK	Nonlinear regression (polynomial regression, splines, local regression).	see the previous slides (and video)
5	18.10.	JK	Confirmation analysis (ANOVA).	SAN_manova, SAN_anova_video
6	25.10.	JK	Multivariate confirmation analysis (MANOVA).	see the previous slides, SAN_manova_video
7	1.11.	JK	Discriminant analysis (categorical dependent variable, LDA, logistic regression).	SAN_discriminant, SAN_disc_dimred_video
8	8.11.	JK	Dimension reduction (PCA and kernel PCA).	SAN_dimred, SAN_dimred_video
9	15.11.	JK	Dimension reduction (other non-linear methods).	see the previous slides (and video)
10	22.11.	TP	Robust statistics.	SAN_robust, SAN_robust_video
11	29.11.	ZM	Empirical studies, their design and evaluation. Power analysis.	SAN_emp_studies_power_analysis
12	6.12.	TP	Anomaly detection.	Anomaly, SAN_anomaly_video
13	13.12.	JK	Clustering (formalism, k-means, EM GMM, hierarchical).	SAN_clustering, SAN_clustering_video
14	3.1.	JK	Clustering (spectral clustering).	SAN_spect_clustering, SAN_spect_clustering_video

T	Date	Teacher	Contents	Materials
1	20.9.	AVL	Programming in R, introduction, dplyr basics.	lab1.zip R.pptx
2	27.9.	AVL	Basic statistics in R, data visualization in R.	lab2.zip Statistics and visualization.pptx
3	4.10.	AVL	Linear regression	lab3.zip Linear regression.pptx
4	11.10.	AVL	Multivariate linear regression	lab4.zip demo_exam_question_linreg.pdf
5	18.10.	AVL	Multivariate non-linear regression	lab5.zip assignment1.zip Linear regression 3.pptx san_linreg_solved.pdf
6	25.10.	AVL	Multivariate confirmation analysis	lab6.zip assignment2.zip san_anova_solved.pdf ANOVA.pptx
7	1.11.	AVL	Discriminant analysis	lab7.zip assignment3_lda.zip LDA_LR.pptx
8	8.11.	AVL	Mid-term test
9	15.11.	AVL	Dimension reduction	lab8.zip, assignment4-dimred.zip Dimensionality reduction.pptx SAN_solved.pdf
10	22.11.	TP	Robust statistics	instruction.pdf
11	29.11.	ZM	Empirical study design, power analysis	empirical_study experiment_data
12	6.12.	TP	Anomaly detection – assignment.	anomaly2.pdf anomaly-problems.zip
13	13.12.		Consultations for the final assignment
14	3.1.	AVL	Clustering	lab12.zip SAN_solved.pdf