1. bookVolume 25 (2020): Issue 1-2 (December 2020)
Journal Details
License
Format
Journal
First Published
17 Jan 2013
Publication timeframe
2 times per year
Languages
English
access type Open Access

Basic Multivariate Statistical Methods for Environmental Monitoring Data Mining: Introductory Course for Master Students

Published Online: 29 Jan 2021
Page range: 35 - 56
Journal Details
License
Format
Journal
First Published
17 Jan 2013
Publication timeframe
2 times per year
Languages
English
Abstract

The present introductory course of lectures summarizes the principles and algorithms of several widely used multivariate statistical methods: cluster analysis, principal components analysis, principal components regression, N-way principal components analysis, partial least squares regression and self-organizing maps with respect to their possible application in intelligent analysis, classification, modelling and interpretation to environmental monitoring data. The target group of possible users is master program students (environmental chemistry, analytical chemistry, environmental modelling and risk assessment etc.).

Keywords

[1] Simeonov V, Einax J, Stanimirova I, Kraft J. Anal Bioanal Chem. 2002;374:898-905. DOI: 10.1007/s00216-002-1559-5Search in Google Scholar

[2] Tobiszewski M, Nedyalkova M, Madurga S, Pena-Pereira F, Namieśnik J. Ecotoxicol Environ Saf. 2018;147:292-8. DOI: 10.1016/j.ecoenv.2017.08.054.Search in Google Scholar

[3] Yuan J, Chun X, Zhang T, Sun J, Yuan X, Yu S, et al. Chemosphere. 2016;156:334-40. DOI: 10.1016/j.chemosphere.2016.05.002.Search in Google Scholar

[4] Olkowska E, Kudłak B, Tsakovski S, Ruman M, Simeonov V, Polkowska Z. Sci Total Environ. 2014;476:477-84. DOI: 10.1016/j.scitotenv.2014.01.044.Search in Google Scholar

[5] Nedyalkova M, Simeonov V. Open Chem. 2019;17:711-21. DOI: 10.1515/chem-2019-0082.Search in Google Scholar

[6] Einax J, Zwanziger H, Geiss S. Chemomerics in Environmental Analysis. Weinheim: VCH, Wiley; 1997. ISBN: 3527287728.Search in Google Scholar

[7] Brown S, Tauler R, Walczak B. Comprehensive Chemometrics. Amsterdam: Elsevier; 2019. ISBN: 9780444641656.Search in Google Scholar

[8] Thurston G, Spengler J. Atmos Environ. 1985;19:9-25. DOI: 10.1016/0004-6981(85)90132-5.Search in Google Scholar

[9] Kroonenberg P, de Leeuw J. Psychometrica. 1980;45:69-97. DOI: 0033-3123/80/0300-2831500.75/0.Search in Google Scholar

[10] Kohonen T. Self-organizing Maps. Berlin: Springer Science; 1997. ISBN: 9783540679219.Search in Google Scholar

[11] Massart DL, Vandeginste B, Buydens L, de Jong S, Lewi P, Smeyers-Verbeke J. Handbook of Chemometrics and Qualimetrics. Amsterdam: Elsevier; 1998. ISBN: 9780444828538.Search in Google Scholar

[12] Pieszczek L, Daszykowski M. Chemom Intel Lab Syst. 2019;187:28-40. DOI: 10.1016/j.chemolab.2019.02.009.Search in Google Scholar

[13] Hewitt J, Hoeting J, Done J, Towler E. Environmetrics. 2018;29:2523. DOI: 10.1002/env.2523.Search in Google Scholar

[14] Lee J, Sun Y, Chang H. Environmetrics. 2019;online. DOI: 10.1002/env.2578.Search in Google Scholar

[15] Ballesteros-Gomez A, Rubio S. Anal Chem. 2011;83:4579-13. DOI: 10.1021/ac200921j.Search in Google Scholar

[16] Zhao H, Grafstrom A. Environmetrics. 2020;31:2625. DOI: 10.1002/env.2625.Search in Google Scholar

[17] Simeonov V. Chem Didact Ecol Metrol. 2019;24(1-2):7-21. DOI: 10.2478/cdem-2019-0001.Search in Google Scholar

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