10: Kognitive Systeme, Vorlesung, SS 2018, 04.06.2018

Autor

Alexander Waibel

Herausgeber

KIT | Webcast

Beteiligtes Institut

Institut für Anthropomatik und Robotik (IAR)

Genre

Vorlesung

Beschreibung

10 |
0:00:00 Start
0:00:05 Bayes Decision Theory
0:09:22 Gaussian Classifier
0:12:03 Problems of Classifier Design
0:13:16 Curse of Dimensionality
0:14:38 Principal Component Analysis (PCA)
0:17:50 Risk
0:29:04 Minimum Error Rate Classification
0:31:30 Problems
0:32:41 Mixture Gaussians
0:36:26 Non-Parametric Techniques: Parzen Windows
0:50:06 K-Nearest Neighbors (KNN)
0:51:12 KNN-Classifier: Problem
0:53:49 Parametric- Non-parametric
0:54:40 Linear Discriminant Functions
0:58:31 Discriminant Analysis
1:01:00 Fisher-linear Discriminant
1:03:18 Linear Separable
1:06:54 Mixture Gaussians
1:08:35 Unsupervised Classification
1:10:35 Mixture Densities
1:21:07 Hierarchical Clustering
1:22:00 Dendrogram for hierarchical clustering

Laufzeit (hh:mm:ss)

01:26:04

Serie

Kognitive Systeme, Vorlesung, SS 2018

Publiziert am

05.06.2018

Fachgebiet

Informatik

Lizenz

KITopen-Lizenz