Data Mining as a Tool for Analysing Environmental Systems
author:
Karina Gibert,
Universitat Politecnica de Catalunya
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| Slides | |
| 0:00 | Data Mining as a Tool for Analyzing Environmental Systems |
| 2:20 | Outline |
| 3:14 | Environmental Systems |
| 3:33 | Characteristics of Environmental Systems |
| 6:33 | Data Collection and Knowledge Acquisition Step |
| 8:16 | Data Mining and Knowledge Discovery |
| 8:44 | DM Application Areas |
| 9:19 | Data Mining and Knowledge Discovery pt 1 |
| 10:37 | Data Mining and Knowledge Discovery pt 2 |
| 12:19 | Is It Important to Prepare the Data? |
| 12:39 | Good Data Mining Preprocessing |
| 13:20 | Preprocessing |
| 14:40 | KDD Techniques |
| 15:44 | Common Models |
| 16:16 | Clustering and Density Estimation |
| 17:06 | Regression |
| 17:42 | Spatial and Temporal Aspects |
| 19:43 | Guidelines Proposal: Good DM practice |
| 24:11 | Existing Software |
| 26:04 | Software Popularity |
| 26:29 | Conclusions |
| 27:06 | Challenges for DM in the ES |
| 28:24 | Data Mining as a Tool for Analyzing Environmental Systems - End |
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