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Warianty tytułu
Języki publikacji
Abstrakty
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.).
Czasopismo
Rocznik
Tom
Strony
35--56
Opis fizyczny
Bibliogr. 17 poz., rys., tab.
Twórcy
autor
- Faculty of Chemistry and Pharmacy, University of Sofia “St. Kl. Okhridski”, 1164 Sofia, J. Bourchier Blvd. 1, Bulgaria
Bibliografia
- [1] Simeonov V, Einax J, Stanimirova I, Kraft J. Anal Bioanal Chem. 2002;374:898-905. DOI: 10.1007/s00216-002-1559-5
- [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.
- [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.
- [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.
- [5] Nedyalkova M, Simeonov V. Open Chem. 2019;17:711-21. DOI: 10.1515/chem-2019-0082.
- [6] Einax J, Zwanziger H, Geiss S. Chemomerics in Environmental Analysis. Weinheim: VCH, Wiley; 1997. ISBN: 3527287728.
- [7] Brown S, Tauler R, Walczak B. Comprehensive Chemometrics. Amsterdam: Elsevier; 2019. ISBN: 9780444641656.
- [8] Thurston G, Spengler J. Atmos Environ. 1985;19:9-25. DOI: 10.1016/0004-6981(85)90132-5.
- [9] Kroonenberg P, de Leeuw J. Psychometrica. 1980;45:69-97. DOI: 0033-3123/80/0300-2831500.75/0.
- [10] Kohonen T. Self-organizing Maps. Berlin: Springer Science; 1997. ISBN: 9783540679219.
- [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.
- [12] Pieszczek L, Daszykowski M. Chemom Intel Lab Syst. 2019;187:28-40. DOI: 10.1016/j.chemolab.2019.02.009.
- [13] Hewitt J, Hoeting J, Done J, Towler E. Environmetrics. 2018;29:2523. DOI: 10.1002/env.2523.
- [14] Lee J, Sun Y, Chang H. Environmetrics. 2019;online. DOI: 10.1002/env.2578.
- [15] Ballesteros-Gomez A, Rubio S. Anal Chem. 2011;83:4579-13. DOI: 10.1021/ac200921j.
- [16] Zhao H, Grafstrom A. Environmetrics. 2020;31:2625. DOI: 10.1002/env.2625.
- [17] Simeonov V. Chem Didact Ecol Metrol. 2019;24(1-2):7-21. DOI: 10.2478/cdem-2019-0001.
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-d31275b1-e7f8-4caf-b2e0-0e82d8dc64b7