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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