The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees

We studied the relationships between surface pollen spectra, vegetation and selected climate characteristics along a strong gradient of climate continentality across the Western Sayan Mountains, southern Siberia. Representation of 111 pollen taxa in 81 surface samples from steppe, forest and tundra...

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Published in:The Holocene
Main Authors: Pelánková, Barbora, Kuneš, Petr, Chytrý, Milan, Jankovská, Vlasta, Ermakov, Nikolai, Svobodová-Svitavská, Helena
Format: Article in Journal/Newspaper
Language:English
Published: SAGE Publications 2008
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Online Access:http://dx.doi.org/10.1177/0959683608096600
http://journals.sagepub.com/doi/pdf/10.1177/0959683608096600
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spelling crsagepubl:10.1177/0959683608096600 2024-05-19T07:49:38+00:00 The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees Pelánková, Barbora Kuneš, Petr Chytrý, Milan Jankovská, Vlasta Ermakov, Nikolai Svobodová-Svitavská, Helena 2008 http://dx.doi.org/10.1177/0959683608096600 http://journals.sagepub.com/doi/pdf/10.1177/0959683608096600 en eng SAGE Publications http://journals.sagepub.com/page/policies/text-and-data-mining-license The Holocene volume 18, issue 8, page 1259-1271 ISSN 0959-6836 1477-0911 journal-article 2008 crsagepubl https://doi.org/10.1177/0959683608096600 2024-05-02T09:38:19Z We studied the relationships between surface pollen spectra, vegetation and selected climate characteristics along a strong gradient of climate continentality across the Western Sayan Mountains, southern Siberia. Representation of 111 pollen taxa in 81 surface samples from steppe, forest and tundra was related to the vegetation composition at various distances from the sampling point and to mean annual precipitation and mean July and January temperatures. These relationships were assessed by the decision tree models. The results show (1) which vegetation types are well distinguished by their pollen spectra; (2) which vegetation types are strongly similar in their pollen spectra and therefore their interpretation from fossil pollen spectra should be carefully considered; (3) tight relationship between surface pollen spectra and selected climate characteristics, which suggests that the past climatic conditions can be reasonably predicted from pollen spectra; and (4) an important role of weak pollen producers for assignment of pollen spectra to vegetation types or particular values of temperature and precipitation. We found the decision trees suitable for analysis of pollen/vegetation relationship because they (1) formally and precisely assign the pollen spectra to vegetation/landscape types or climatic variables by means of easy-to-interpret graphs; (2) identify pollen taxa that are best indicators of a particular vegetation type, landscape or climate characteristics; and (3) utilize the pollen signal of both strong and weak pollen producers. We compare the decision tree models with ordination and cluster analysis and suggest further applications. Article in Journal/Newspaper Tundra Siberia SAGE Publications The Holocene 18 8 1259 1271
institution Open Polar
collection SAGE Publications
op_collection_id crsagepubl
language English
description We studied the relationships between surface pollen spectra, vegetation and selected climate characteristics along a strong gradient of climate continentality across the Western Sayan Mountains, southern Siberia. Representation of 111 pollen taxa in 81 surface samples from steppe, forest and tundra was related to the vegetation composition at various distances from the sampling point and to mean annual precipitation and mean July and January temperatures. These relationships were assessed by the decision tree models. The results show (1) which vegetation types are well distinguished by their pollen spectra; (2) which vegetation types are strongly similar in their pollen spectra and therefore their interpretation from fossil pollen spectra should be carefully considered; (3) tight relationship between surface pollen spectra and selected climate characteristics, which suggests that the past climatic conditions can be reasonably predicted from pollen spectra; and (4) an important role of weak pollen producers for assignment of pollen spectra to vegetation types or particular values of temperature and precipitation. We found the decision trees suitable for analysis of pollen/vegetation relationship because they (1) formally and precisely assign the pollen spectra to vegetation/landscape types or climatic variables by means of easy-to-interpret graphs; (2) identify pollen taxa that are best indicators of a particular vegetation type, landscape or climate characteristics; and (3) utilize the pollen signal of both strong and weak pollen producers. We compare the decision tree models with ordination and cluster analysis and suggest further applications.
format Article in Journal/Newspaper
author Pelánková, Barbora
Kuneš, Petr
Chytrý, Milan
Jankovská, Vlasta
Ermakov, Nikolai
Svobodová-Svitavská, Helena
spellingShingle Pelánková, Barbora
Kuneš, Petr
Chytrý, Milan
Jankovská, Vlasta
Ermakov, Nikolai
Svobodová-Svitavská, Helena
The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees
author_facet Pelánková, Barbora
Kuneš, Petr
Chytrý, Milan
Jankovská, Vlasta
Ermakov, Nikolai
Svobodová-Svitavská, Helena
author_sort Pelánková, Barbora
title The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees
title_short The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees
title_full The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees
title_fullStr The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees
title_full_unstemmed The relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern Siberia, explored by decision trees
title_sort relationships of modern pollen spectra to vegetation and climate along a steppe–forest–tundra transition in southern siberia, explored by decision trees
publisher SAGE Publications
publishDate 2008
url http://dx.doi.org/10.1177/0959683608096600
http://journals.sagepub.com/doi/pdf/10.1177/0959683608096600
genre Tundra
Siberia
genre_facet Tundra
Siberia
op_source The Holocene
volume 18, issue 8, page 1259-1271
ISSN 0959-6836 1477-0911
op_rights http://journals.sagepub.com/page/policies/text-and-data-mining-license
op_doi https://doi.org/10.1177/0959683608096600
container_title The Holocene
container_volume 18
container_issue 8
container_start_page 1259
op_container_end_page 1271
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