An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska

An algorithm to cluster profile data into groups that minimize the sum of the intra-group variances was applied to near-surface soil ice content data collected near Barrow, Alaska, in wet tundra terrain. When the algorithm was requested to produce 2–5 groups and group mean profiles, the results were...

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Published in:Journal of the International Association for Mathematical Geology
Main Authors: Estabrook, George F., Outcalt, Samuel I.
Other Authors: The University of Michigan Herbarium, and Division of Biological Sciences, 48109, Ann Arbor, Michigan, USA, Department of Geological Sciences, University of Michigan, 48109, Ann Arbor, Michigan, USA, Ann Arbor
Format: Article in Journal/Newspaper
Language:English
Published: Kluwer Academic Publishers-Plenum Publishers; Plenum Publishing Corporation 1984
Subjects:
Ice
Online Access:https://hdl.handle.net/2027.42/43194
https://doi.org/10.1007/BF01032216
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spelling ftumdeepblue:oai:deepblue.lib.umich.edu:2027.42/43194 2023-08-20T04:05:32+02:00 An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska Estabrook, George F. Outcalt, Samuel I. The University of Michigan Herbarium, and Division of Biological Sciences, 48109, Ann Arbor, Michigan, USA Department of Geological Sciences, University of Michigan, 48109, Ann Arbor, Michigan, USA Ann Arbor 1984-02 766252 bytes 3115 bytes application/pdf text/plain https://hdl.handle.net/2027.42/43194 https://doi.org/10.1007/BF01032216 en_US eng Kluwer Academic Publishers-Plenum Publishers; Plenum Publishing Corporation Springer Science+Business Media Estabrook, G. F.; Outcalt, S.; (1984). "An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska." Journal of the International Association for Mathematical Geology 16(2): 193-205. <http://hdl.handle.net/2027.42/43194> 0020-5958 1573-8868 https://hdl.handle.net/2027.42/43194 http://dx.doi.org/10.1007/BF01032216 Journal of the International Association for Mathematical Geology Geosciences Hydrogeology Math. Applications in Geosciences Geotechnical Engineering Statistics for Engineering Physics Computer Science Chemistry & Geosciences Clustering Ice Tundra Moisture Content Geology and Earth Sciences Science Article 1984 ftumdeepblue https://doi.org/10.1007/BF01032216 2023-07-31T21:08:17Z An algorithm to cluster profile data into groups that minimize the sum of the intra-group variances was applied to near-surface soil ice content data collected near Barrow, Alaska, in wet tundra terrain. When the algorithm was requested to produce 2–5 groups and group mean profiles, the results were consistant with the modern theory of ice segregation. This process produces much of the variability of near surface soil ice stratigraphy in nature. These results strengthen the case for employing the algorithm on other profile data sets as an aid in hypothesis formulation. Peer Reviewed http://deepblue.lib.umich.edu/bitstream/2027.42/43194/1/11004_2005_Article_BF01032216.pdf Article in Journal/Newspaper Barrow Tundra Alaska University of Michigan: Deep Blue Journal of the International Association for Mathematical Geology 16 2 193 205
institution Open Polar
collection University of Michigan: Deep Blue
op_collection_id ftumdeepblue
language English
topic Geosciences
Hydrogeology
Math. Applications in Geosciences
Geotechnical Engineering
Statistics for Engineering
Physics
Computer Science
Chemistry & Geosciences
Clustering
Ice
Tundra
Moisture Content
Geology and Earth Sciences
Science
spellingShingle Geosciences
Hydrogeology
Math. Applications in Geosciences
Geotechnical Engineering
Statistics for Engineering
Physics
Computer Science
Chemistry & Geosciences
Clustering
Ice
Tundra
Moisture Content
Geology and Earth Sciences
Science
Estabrook, George F.
Outcalt, Samuel I.
An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska
topic_facet Geosciences
Hydrogeology
Math. Applications in Geosciences
Geotechnical Engineering
Statistics for Engineering
Physics
Computer Science
Chemistry & Geosciences
Clustering
Ice
Tundra
Moisture Content
Geology and Earth Sciences
Science
description An algorithm to cluster profile data into groups that minimize the sum of the intra-group variances was applied to near-surface soil ice content data collected near Barrow, Alaska, in wet tundra terrain. When the algorithm was requested to produce 2–5 groups and group mean profiles, the results were consistant with the modern theory of ice segregation. This process produces much of the variability of near surface soil ice stratigraphy in nature. These results strengthen the case for employing the algorithm on other profile data sets as an aid in hypothesis formulation. Peer Reviewed http://deepblue.lib.umich.edu/bitstream/2027.42/43194/1/11004_2005_Article_BF01032216.pdf
author2 The University of Michigan Herbarium, and Division of Biological Sciences, 48109, Ann Arbor, Michigan, USA
Department of Geological Sciences, University of Michigan, 48109, Ann Arbor, Michigan, USA
Ann Arbor
format Article in Journal/Newspaper
author Estabrook, George F.
Outcalt, Samuel I.
author_facet Estabrook, George F.
Outcalt, Samuel I.
author_sort Estabrook, George F.
title An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska
title_short An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska
title_full An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska
title_fullStr An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska
title_full_unstemmed An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska
title_sort algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near barrow, alaska
publisher Kluwer Academic Publishers-Plenum Publishers; Plenum Publishing Corporation
publishDate 1984
url https://hdl.handle.net/2027.42/43194
https://doi.org/10.1007/BF01032216
genre Barrow
Tundra
Alaska
genre_facet Barrow
Tundra
Alaska
op_relation Estabrook, G. F.; Outcalt, S.; (1984). "An algorithm for clustering profile data and its application to near-surface ice content data from wet coastal tundra soils near Barrow, Alaska." Journal of the International Association for Mathematical Geology 16(2): 193-205. <http://hdl.handle.net/2027.42/43194>
0020-5958
1573-8868
https://hdl.handle.net/2027.42/43194
http://dx.doi.org/10.1007/BF01032216
Journal of the International Association for Mathematical Geology
op_doi https://doi.org/10.1007/BF01032216
container_title Journal of the International Association for Mathematical Geology
container_volume 16
container_issue 2
container_start_page 193
op_container_end_page 205
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