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Table of Contents

san_regression.pdf

Lectures and Tutorials

Lectures

L Date Lecturer Contents Materials
1 1.10. JK Introduction, course map, review of the basic stat terms/methods. SAN_intro, skulls.zip
2 8.10. JK Dimension reduction (PCA and kernel PCA). SAN_dimred
3 15.10. JK Dimension reduction (other non-linear methods). see the previous slides
4 22.10. JK Clustering (formalism, k-means, EM GMM, hierarchical). SAN_clustering
5 29.10. JK Clustering (spectral clustering). SAN_spect_clutering
6 5.11. JK Multivariate confirmation analysis (ANOVA and MANOVA). SAN_manova,alloy.zip
7 12.11. JK Multivariate regression (continuous dependent variable, linear regression, p-values, overfitting). SAN_regression
8 19.11. JK Multivariate regression (non-linear models, polynomial and local regression). SAN_nonlin_regression
9 26.11. JK Discriminant analysis (categorical dependent variable, LDA, logistic regression). SAN_discriminant
10 3.12. TP Robust statistics. SAN_robust
11 10.12. TP Anomaly detection. SAN_anomaly_detect
12 17.12. ZM Empirical studies, their design and evaluation. SAN_emp_studies
13 7.1. ZM Power analysis. SAN_power_analysis

Tutorials

T Date Teacher Contents Materials
1 1.10. FM Programming in R, introduction. 1_cv_san.zip
2 8.10. FM R libraries, statistical packages, learning package Swirl. 2_cv_san.zip
3 15.10. FM Data visualization in R. 3_cv_san.zip
4 22.10. FM Dimension reduction – assignment. 4_cv_san.zip
5 29.10. FM Clustering – assignment. 5_cv_san.zip
6 5.11. FM Multivariate confirmation analysis – assignment. Deadline 19.11. 6_cv_san.zip
7 12.11. JB Multivariate linear regression – assignment. Deadline 27.11. 7_cv_san_2018.zip 5_uloha_2018.pdf
8 19.11. FM, JB Mid-term test. datasets.zip datasets2.zip
9 26.11. JB Multivariate non-linear regression – assignment. 9_cv_san.zip
10 3.12. JB Discriminant analysis – assignment. 10_cv_san.zip LDA derivation for Dimensionality reduction
11 10.12. TP Anomaly detection – assignment. anomaly.pdf anomaly-problems.zip
12 17.12. ZM Empirical study design – assignment. san_12_empirical_studies_practice-v03.pdf
13 7.1. ZM Power analysis – assignment. san_practice14_evaluation_and_power_analysis-v03.pdf
courses/b4m36san/program.txt · Last modified: 2019/01/07 16:05 by xmikovec