Taxonomic analysis of marine phytoplankton
Contribuinte(s) |
Shephard, John Stacey, Andrew Roberts, Anthony |
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Data(s) |
2010
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Resumo |
Samples of sea water contain phytoplankton taxa in varying amounts, and marine scientists are interested in the relative abundance of each taxa. Their relative biomass can be ascertained indirectly by measuring the quantity of various pigments using high performance liquid chromatography. However, the conversion from pigment to taxa is mathematically non trivial as it is a positive matrix factorisation problem where both matrices are unknown beyond the level of initial estimates. The prior information on the pigment to taxa conversion matrix is used to give the problem a unique solution. An iteration of two non-negative least squares algorithms gives satisfactory results. Some sample analysis of data indicates prospects for this type of analysis. An alternative more computationally intensive approach using Bayesian methods is discussed. |
Formato |
application/pdf |
Identificador | |
Publicador |
Australian Mathematical Society |
Relação |
http://eprints.qut.edu.au/69021/2/69201.pdf http://journal.austms.org.au/ojs/index.php/ANZIAMJ/article/view/3391 Whiten, Bill, McDonald, Barry, & Drovandi, Christopher C. (2010) Taxonomic analysis of marine phytoplankton. In Shephard, John, Stacey, Andrew, & Roberts, Anthony (Eds.) Proceedings of the 2010 Mathematics and Statistics in Industry Study Group, MISG-2010, Australian Mathematical Society, RMIT University, Melbourne, VIC, M119-M146. |
Direitos |
Copyright 2010 Australian Mathematical Society |
Fonte |
Science & Engineering Faculty |
Tipo |
Conference Paper |