10: Kognitive Systeme, Vorlesung, SS 2018, 04.06.2018
Author
Editor
Participating institute
Institut für Anthropomatik und Robotik (IAR)
Genre
Description
- 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
Duration (hh:mm:ss)
01:26:04
Series
Kognitive Systeme, Vorlesung, SS 2018
Published on
05.06.2018
Subject area
License
| Resolution | 1280 x 720 Pixel |
| Aspect ratio | 16:9 |
| Audio bitrate | 128000 bps |
| Audio channels | 2 |
| Audio Codec | aac |
| Audio Sample Rate | 48000 Hz |
| Total Bitrate | 934032 bps |
| Color Space | yuv420p |
| Container | mov,mp4,m4a,3gp,3g2,mj2 |
| Media Type | video/mp4 |
| Duration | 5164 s |
| Filename | DIVA-2018-406_hd.mp4 |
| File Size | 602.947.675 byte |
| Frame Rate | 25 |
| Video Bitrate | 799934 bps |
| Video Codec | h264 |
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Kognitive Systeme, Vorlesung, SS 2018
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