3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE

Several tools have been proposed to automatically create thematic maps. A common drawback of these tools is that they rarely provide means for users to explore their decision trees. Users may thus create maps or get some maps proposed, but not know why some suggestions of maps were made. To address...

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Main Authors: J. Bagert, A. Degbelo
Format: Article
Language:English
Published: Copernicus Publications 2023-06-01
Series:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Online Access:https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/3/2023/isprs-archives-XLVIII-4-W7-2023-3-2023.pdf
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author J. Bagert
A. Degbelo
A. Degbelo
author_facet J. Bagert
A. Degbelo
A. Degbelo
author_sort J. Bagert
collection DOAJ
description Several tools have been proposed to automatically create thematic maps. A common drawback of these tools is that they rarely provide means for users to explore their decision trees. Users may thus create maps or get some maps proposed, but not know why some suggestions of maps were made. To address this gap, this work introduces 3D4DT, an approach to explore decision trees as a three-dimensional interactive scene. The 3D4DT approach uses JSON as a machine-readable format to represent decision trees and maps JSON elements to user interface elements (e.g. radio buttons and cubes). A preliminary evaluation of 3D4DT has shown effectiveness gains in comparison to information displayed as text+picture, for a decision tree with a simple hierarchical structure. The contributions of this work are relevant to the design of more transparent software for automated thematic map creation.
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spelling doaj.art-b91b48330e9e4709aa56d1e9c244d8bb2023-06-22T15:44:10ZengCopernicus PublicationsThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences1682-17502194-90342023-06-01XLVIII-4-W7-202331010.5194/isprs-archives-XLVIII-4-W7-2023-3-20233D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENEJ. Bagert0A. Degbelo1A. Degbelo2Institute for Geoinformatics, University of Münster, GermanyInstitute for Geoinformatics, University of Münster, GermanyChair of Geoinformatics, TU Dresden, GermanySeveral tools have been proposed to automatically create thematic maps. A common drawback of these tools is that they rarely provide means for users to explore their decision trees. Users may thus create maps or get some maps proposed, but not know why some suggestions of maps were made. To address this gap, this work introduces 3D4DT, an approach to explore decision trees as a three-dimensional interactive scene. The 3D4DT approach uses JSON as a machine-readable format to represent decision trees and maps JSON elements to user interface elements (e.g. radio buttons and cubes). A preliminary evaluation of 3D4DT has shown effectiveness gains in comparison to information displayed as text+picture, for a decision tree with a simple hierarchical structure. The contributions of this work are relevant to the design of more transparent software for automated thematic map creation.https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/3/2023/isprs-archives-XLVIII-4-W7-2023-3-2023.pdf
spellingShingle J. Bagert
A. Degbelo
A. Degbelo
3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
title 3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE
title_full 3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE
title_fullStr 3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE
title_full_unstemmed 3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE
title_short 3D4DT: AN APPROACH TO EXPLORE DECISION TREES FOR THEMATIC MAP CREATION AS AN INTERACTIVE 3D SCENE
title_sort 3d4dt an approach to explore decision trees for thematic map creation as an interactive 3d scene
url https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/3/2023/isprs-archives-XLVIII-4-W7-2023-3-2023.pdf
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AT adegbelo 3d4dtanapproachtoexploredecisiontreesforthematicmapcreationasaninteractive3dscene