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Environmental Sciences: A Students Companion

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

Barbora Pelánková

Department of Botany and Zoology, Masaryk University, Kotlárská 2, CZ-611 37 Brno, Czech Republic, barboral{at}sci.muni.cz, Institute of Botany, Academy of Sciences of the Czech Republic, Porící 3B, CZ-603 00 Brno, Czech Republic

Petr Kunes

Department of Botany, Charles University, Benátská 2, CZ-128 01 Praha 2, Czech Republic

Milan Chytry

Department of Botany and Zoology, Masaryk University, Kotlárská 2, CZ-611 37 Brno, Czech Republic

Vlasta Jankovská

Institute of Botany, Academy of Sciences of the Czech Republic, Porící 3B, CZ-603 00 Brno, Czech Republic

Nikolai Ermakov

Central Siberian Botanical Garden, Russian Academy of Sciences, Zolotodolinskaya 101, Novosibirsk 630090, Russia

Helena Svobodová-Svitavská

Institute of Botany, Academy of Sciences of the Czech Republic,CZ-25243 Pruhonice, Czech Republic

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.

Key Words: Classification and regression trees • landscape • pollen/vegetation relationship • surface pollen samples • vegetation type • Russia.

The Holocene, Vol. 18, No. 8, 1259-1271 (2008)
DOI: 10.1177/0959683608096600


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