Details

Letzter Beitrag vom 2011-02-08 

Lehrende(r)

Dr. Elli Angelopoulou

Fakultät

Friedrich-Alexander-Universität Erlangen-Nürnberg

Aufzeichnungsart

Vorlesungsreihe

Über

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

Folge

Titel

Lehrende(r):

Aktualisiert

Über

Dauer

Media

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

Mehr Kurse aus der Kategorie "Informatik"

Strehl, Volker
Prof. Dr. Volker Strehl
2016-02-03
Studon
geschützte Daten  
Lenz, Richard
Prof. Dr. Richard Lenz
2013-01-30
Studon
geschützte Daten  
Maier, Andreas
Prof. Dr. Andreas Maier
2017-07-07
Studon
geschützte Daten  
InvasIC-Seminar
2018-06-06
Frei
freie Daten  
Technik1
2009-11-12
Frei
freie Daten