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Hänsch, Ronny (2021) The Trap Of Random Sampling and How to Avoid It - Alternative Sampling Strategies for a Realistic Estimate of the Generalization Error in Remote Sensing. In: International Geoscience and Remote Sensing Symposium (IGARSS), pp. 2020-2023. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2021-07-11 - 2021-07-16, Brussels, Belgium. doi: 10.1109/IGARSS47720.2021.9554961.
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Official URL: https://ieeexplore.ieee.org/document/9554961
| Item URL in elib: | https://elib.dlr.de/146369/ | ||||||||
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| Document Type: | Conference or Workshop Item (Speech) | ||||||||
| Title: | The Trap Of Random Sampling and How to Avoid It - Alternative Sampling Strategies for a Realistic Estimate of the Generalization Error in Remote Sensing | ||||||||
| Authors: |
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| Date: | 2021 | ||||||||
| Journal or Publication Title: | International Geoscience and Remote Sensing Symposium (IGARSS) | ||||||||
| Refereed publication: | Yes | ||||||||
| Open Access: | No | ||||||||
| Gold Open Access: | No | ||||||||
| In SCOPUS: | Yes | ||||||||
| In ISI Web of Science: | No | ||||||||
| DOI: | 10.1109/IGARSS47720.2021.9554961 | ||||||||
| Page Range: | pp. 2020-2023 | ||||||||
| Status: | Published | ||||||||
| Keywords: | Machine learning, sampling, benchmarking | ||||||||
| Event Title: | IEEE International Geoscience and Remote Sensing Symposium (IGARSS) | ||||||||
| Event Location: | Brussels, Belgium | ||||||||
| Event Type: | international Conference | ||||||||
| Event Dates: | 2021-07-11 - 2021-07-16 | ||||||||
| HGF - Research field: | Aeronautics, Space and Transport | ||||||||
| HGF - Program: | Space | ||||||||
| HGF - Program Themes: | Earth Observation | ||||||||
| DLR - Research area: | Raumfahrt | ||||||||
| DLR - Program: | R EO - Earth Observation | ||||||||
| DLR - Research theme (Project): | R - Artificial Intelligence | ||||||||
| Location: | Oberpfaffenhofen | ||||||||
| Institutes and Institutions: | Microwaves and Radar Institute > SAR Technology | ||||||||
| Deposited By: | Hänsch, Ronny | ||||||||
| Deposited On: | 29 Nov 2021 19:02 | ||||||||
| Last Modified: | 29 Mar 2023 00:10 |
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