Taxonomic analysis of marine phytoplankton


Autoria(s): Whiten, Bill; McDonald, Barry; Drovandi, Christopher C.
Contribuinte(s)

Shephard, John

Stacey, Andrew

Roberts, Anthony

Data(s)

2010

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

http://eprints.qut.edu.au/69021/

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