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The Trap Of Random Sampling and How to Avoid It - Alternative Sampling Strategies for a Realistic Estimate of the Generalization Error in Remote Sensing

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.

Full text not available from this repository.

Official URL: https://ieeexplore.ieee.org/document/9554961


Item URL in elib:https://elib.dlr.de/146369/
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:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Hänsch, RonnyRonny.Haensch (at) dlr.deUNSPECIFIED
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:13 Jan 2022 18:40

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