Introduction to Pattern Recognition 2010/2011

Details

Letzter Beitrag vom 2011-02-08 

Lehrende(r)

Dr. Elli Angelopoulou

Fakultät

Friedrich-Alexander-Universität Erlangen-Nürnberg

Aufzeichnungsart

Vorlesungsreihe

Zugang

Studon

Sprache

Englisch

The goal of this lecture is to familiarize the students with the overall pipeline of a Pattern Recognition System. The various steps involved from data capture to pattern classification are presented. The lectures start with a short introduction, where the nomenclature is defined. Analog to digital conversion is briefly discussed with a focus on how it impacts further signal analysis. Commonly used preprocessing methods are then described. A key component of Pattern Recognition is feature extraction. Thus, several techniques for feature computation will be presented including Walsh Transform, Haar Transform, Linear Predictive Coding, Wavelets, Moments, Principal Component Analysis and Linear Discriminant Analysis. The lectures conclude with a basic introduction to classification. The principles of statistical, distribution-free and nonparametric classification approaches will be presented. Within this context we will cover Bayesian and Gaussian classifiers, as well as artifical neural networks. The accompanying exercises will provide further details on the methods and procedures presented in this lecture with particular emphasis on their application.

Zugehörige Einzelbeiträge

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Titel
Lehrende(r):
Aktualisiert
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Dauer
Medien
1
Dr. Elli Angelopoulou
2010-10-19
Studon
00:46:41
2
Dr. Elli Angelopoulou
2010-10-25
Studon
01:25:57
3
Dr. Elli Angelopoulou
2010-10-26
Studon
00:46:25
4
Dr. Elli Angelopoulou
2010-11-02
Studon
00:40:57
5
Dr. Elli Angelopoulou
2010-11-08
Studon
01:24:57
6
Dr. Elli Angelopoulou
2010-11-09
Studon
00:47:57
7
Dr. Elli Angelopoulou
2010-11-15
Studon
01:31:14
8
Dr. Elli Angelopoulou
2010-11-16
Studon
00:46:44
9
Dr. Elli Angelopoulou
2010-11-22
Studon
01:27:35
11
Dr. Elli Angelopoulou
2010-11-29
Studon
01:33:09
12
Dr. Elli Angelopoulou
2010-11-30
Studon
00:46:39
13
Dr. Elli Angelopoulou
2010-12-06
Studon
01:25:54
14
Dr. Elli Angelopoulou
2010-12-07
Studon
00:47:47
15
Dr. Elli Angelopoulou
2010-12-13
Studon
01:23:31
16
Dr. Elli Angelopoulou
2010-12-14
Studon
00:47:05
17
Dr. Elli Angelopoulou
2010-12-20
Studon
01:26:02
18
Dr. Elli Angelopoulou
2010-12-21
Studon
00:40:48
19
Dr. Elli Angelopoulou
2011-01-10
Studon
01:21:24
20
Dr. Elli Angelopoulou
2011-01-11
Studon
00:40:44
21
Dr. Elli Angelopoulou
2011-01-17
Studon
01:32:26
22
Dr. Elli Angelopoulou
2011-01-18
Studon
01:28:03
23
Dr. Elli Angelopoulou
2011-01-24
Studon
01:28:02
24
Dr. Elli Angelopoulou
2011-01-25
Studon
00:45:51
25
Dr. Elli Angelopoulou
2011-01-31
Studon
01:18:47
26
Dr. Elli Angelopoulou
2011-02-01
Studon
00:46:41
27
Dr. Elli Angelopoulou
2011-02-07
Studon
01:31:37
28
Dr. Elli Angelopoulou
2011-02-08
Studon
00:47:55

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