Pattern Recognition [PR] 2020/2021 /CoursesID:1579

Detailed information

Most recent entry on 2021-02-21 

Organisational Unit

Friedrich-Alexander-Universität Erlangen-Nürnberg

Recording type

Vorlesungsreihe

Via

Free

Language

English

Contents
This lecture gives an introduction into the basic and commonly used classification concepts. First the necessary statistical concepts are revised and the Bayes classifier is introduced. Further concepts include generative and discriminative models such as the Gaussian classifier and Naive Bayes, and logistic regression, Linear Discriminant Analysis, the Perceptron and Support Vector Machines (SVMs). Finally more complex methods like the Expectation Maximization Algorithm, which is used to estimate the parameters of Gaussian Mixture Models (GMM), are discussed.
In addition to the mentioned classifiers, methods necessary for practical application like dimensionality reduction, optimization methods and the use of kernel functions are explained.
Finally, we focus on Independent Component Analysis (ICA), combine weak classifiers to get a strong one (AdaBoost), and discuss the performance of machine classifiers.
In the tutorials the methods and procedures that are presented in this lecture are illustrated using theoretical and practical exercises.
 
Literature
  • lecture notes
  • Duda R., Hart P. and Stork D.: Pattern Classification

  • Niemann H.: Klassifikation von Mustern

  • Niemann H.: Pattern Analysis and Understanding

Associated Clips

Episode
Title
Lecturer
Updated
Via
Duration
Media
1
Pattern Recognition [PR] - PR 1
Prof. Dr. Andreas Maier
2020-10-25
Free
00:16:25
2
Pattern Recognition [PR] - PR 2
Prof. Dr. Andreas Maier
2020-10-25
Free
00:16:21
3
Pattern Recognition [PR] - Q&A - Big Picture
Prof. Dr. Andreas Maier
2020-12-22
Free
00:25:36
4
Pattern Recognition [PR] - Q&A - Evaluation Measures and ROC Analysis
Prof. Dr. Andreas Maier
2021-02-21
Free
00:32:29
5
Pattern Recognition [PR] - PR 3
Prof. Dr. Andreas Maier
2020-10-26
Free
00:15:12
6
Pattern Recognition [PR] - PR 4
Prof. Dr. Andreas Maier
2020-10-26
Free
00:10:45
7
Pattern Recognition [PR] - Q&A - Classification vs. Regression
Prof. Dr. Andreas Maier
2020-12-22
Free
00:09:26
8
Pattern Recognition [PR] - PR 5
Prof. Dr. Andreas Maier
2020-10-26
Free
00:09:47
9
Pattern Recognition [PR] - PR 6
Prof. Dr. Andreas Maier
2020-10-26
Free
00:13:19
10
Pattern Recognition [PR] - PR 7
Prof. Dr. Andreas Maier
2020-10-26
Free
00:10:22
11
Pattern Recognition [PR] - PR 8
Prof. Dr. Andreas Maier
2020-10-28
Free
00:12:21
12
Pattern Recognition [PR] - PR 9
Prof. Dr. Andreas Maier
2020-10-28
Free
00:15:28
13
Pattern Recognition [PR] - PR 10
Prof. Dr. Andreas Maier
2020-10-28
Free
00:13:44
14
Pattern Recognition [PR] - PR 11
Prof. Dr. Andreas Maier
2020-10-30
Free
00:13:17
15
Pattern Recognition [PR] - PR 12
Prof. Dr. Andreas Maier
2020-11-04
Free
00:12:13
16
Pattern Recognition [PR] - PR 13
Prof. Dr. Andreas Maier
2020-11-04
Free
00:17:08
17
Pattern Recognition [PR] - PR 14
Prof. Dr. Andreas Maier
2020-11-05
Free
00:11:01
18
Pattern Recognition [PR] - PR 15
Prof. Dr. Andreas Maier
2020-11-06
Free
00:11:34
19
Pattern Recognition [PR] - Q&A - Optimization Primer
Prof. Dr. Andreas Maier
2020-12-23
Free
00:35:14
20
Pattern Recognition [PR] - PR 16
Prof. Dr. Andreas Maier
2020-11-06
Free
00:18:04
21
Pattern Recognition [PR] - PR 17
Prof. Dr. Andreas Maier
2020-11-06
Free
00:11:37
22
Pattern Recognition [PR] - PR 18
Prof. Dr. Andreas Maier
2020-11-06
Free
00:18:03
23
Pattern Recognition [PR] - PR 19
Prof. Dr. Andreas Maier
2020-11-08
Free
00:25:23
24
Pattern Recognition [PR] - PR 20
Prof. Dr. Andreas Maier
2020-11-08
Free
00:19:20
25
Pattern Recognition [PR] - PR 21
Prof. Dr. Andreas Maier
2020-11-08
Free
00:20:20
26
Pattern Recognition [PR] - PR 22
Prof. Dr. Andreas Maier
2020-11-11
Free
00:16:10
27
Pattern Recognition [PR] - PR 23
Prof. Dr. Andreas Maier
2020-11-11
Free
00:14:48
28
Pattern Recognition [PR] - PR 24
Prof. Dr. Andreas Maier
2020-11-11
Free
00:18:47
29
Pattern Recognition [PR] - PR 25
Prof. Dr. Andreas Maier
2020-11-11
Free
00:18:00
30
Pattern Recognition [PR] - PR 26
Prof. Dr. Andreas Maier
2020-11-11
Free
00:14:02
31
Pattern Recognition [PR] - PR 27
Prof. Dr. Andreas Maier
2020-11-13
Free
00:16:32
32
Pattern Recognition [PR] - PR 28
Prof. Dr. Andreas Maier
2020-11-14
Free
00:16:55
33
Pattern Recognition [PR] - PR 29
Prof. Dr. Andreas Maier
2020-11-14
Free
00:16:16
34
Pattern Recognition [PR] - PR 30
Prof. Dr. Andreas Maier
2020-11-14
Free
00:20:01
35
Pattern Recognition [PR] - PR 31
Prof. Dr. Andreas Maier
2020-11-15
Free
00:19:36
36
Pattern Recognition [PR] - PR 32
Prof. Dr. Andreas Maier
2020-11-16
Free
00:12:44
37
Pattern Recognition [PR] - PR 33
Prof. Dr. Andreas Maier
2020-11-16
Free
00:22:38
38
Pattern Recognition [PR] - PR 34
Prof. Dr. Andreas Maier
2020-11-16
Free
00:15:14
39
Pattern Recognition [PR] - PR 35
Prof. Dr. Andreas Maier
2020-11-16
Free
00:13:46
40
Pattern Recognition [PR] - PR 36
Prof. Dr. Andreas Maier
2020-11-16
Free
00:14:03
41
Pattern Recognition [PR] - PR 37
Prof. Dr. Andreas Maier
2020-11-17
Free
00:09:07
42
Pattern Recognition [PR] - PR 38
Prof. Dr. Andreas Maier
2020-11-17
Free
00:10:00
43
Pattern Recognition [PR] - PR 39
Prof. Dr. Andreas Maier
2020-11-17
Free
00:11:44

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