Application of Advanced Statistical Methods in the Plant Biotechnology and Phytochemistry

Article Preview

Abstract:

The large dimensionality and unknown distributions are often met in a plant biotechnology and phytochemistry investigations. In this paper two methods are presented: principal component analysis allowing to reduce dimensionality and non-parametric Kruskal-Wallis ANOVA allowing to separate factors’ influence even if the distribution is unknown. The paper contains: problem definition, presentation of the measured data and the final analysis. The paper should be potentially useful to other industrial or research approaches.

You might also be interested in these eBooks

Info:

Periodical:

Pages:

101-106

Citation:

Online since:

January 2015

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2015 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

* - Corresponding Author

[1] B.S. Everitt, S. Landau, M. Leese, D. Stahl, Cluster Analysis, John Wiley & Sons, Chichester (2011).

Google Scholar

[2] V. Royzman, A. Goroshko, Multiple inverse problem, J Vibroeng 14 (2012) (3) 1417-1424.

Google Scholar

[3] A. Szczotok, R. Przeliorz, Phase transformations in CMSX-4 nickel-base superalloy, IOP Conf Ser-Mat Sci 35 (2012).

DOI: 10.1088/1757-899x/35/1/012005

Google Scholar

[4] J. Korzekwa, R. Tenne, W. Skoneczny, G. Dercz, Two-step method for preparation of Al2O3/IF-WS2 nanoparticles composite coating, Phys Status Solidi A 210 (2013) (11) 2292-2297.

DOI: 10.1002/pssa.201329320

Google Scholar

[5] N. Radek, Determining the Operational Properties of Steel Beaters after Electrospark Deposition, Eksploat Niezawodn (2009) (4) 10-16.

Google Scholar

[6] A. Gądek-Moszczak, L. Wojnar, Objective, Quantitative and Automatic X-Ray Image. Analysis of the Bone Regenerate in the Ilizarov Method, (2009) 453-458.

Google Scholar

[7] I.T. Jolliffe, Principal Component Analysis, Springer, New York (2010).

Google Scholar

[8] R. Dwornicka, The Impact of the Power Plant Unit Start-Up Scheme on the Pollution Load, Adv Mater Res-Switz 874 (2014) 63-69.

DOI: 10.4028/www.scientific.net/amr.874.63

Google Scholar

[9] P. Osocha, Enhancing Safety and Security of Networked FPGA-based Embedded Systems, Adv Mater Res-Switz 874 (2014) 89-94.

DOI: 10.4028/www.scientific.net/amr.874.89

Google Scholar

[10] E. Czerwinski, A. Gądek, L. Wojnar, Computer aided histomorphometric analysis of vertebral bodies, Osteoporosis Int 11 (2000) S118-S118.

Google Scholar

[11] N. Radek, E. Wajs, M. Luchka, The WC-Co electrospark alloying coatings modified by laser treatment, Powder Metall Met C+ 47 (2008) (3-4) 197-201.

DOI: 10.1007/s11106-008-9005-7

Google Scholar

[12] A. Szczotok, On gamma-gamma ' eutectic quantitative evaluation in the as-cast CMSX-4 nickel-based superalloy, Solid State Phenomen 197 (2013) 203-208.

DOI: 10.4028/www.scientific.net/ssp.197.203

Google Scholar

[13] J. Korzekwa, P. Wawrzala, R. Skulski, Electromechanical properties of PLZT x/90/10, Eur Phys J-Spec Top 154 (2008) 127-130.

DOI: 10.1140/epjst/e2008-00530-5

Google Scholar

[14] W.H. Kruskal, W.A. Wallis, Use of Ranks in One-Criterion Variance Analysis, J Am Stat Assoc 47 (1952) (260) 583-621.

DOI: 10.1080/01621459.1952.10483441

Google Scholar

[15] H.B. Mann, D.R. Whitney, On a Test of Whether One of 2 Random Variables Is Stochastically Larger Than the Other, Ann Math Stat 18 (1947) (1) 50-60.

DOI: 10.1214/aoms/1177730491

Google Scholar

[16] R. Skulski, P. Wawrzala, J. Korzekwa, M. Szymonik, The Electrical Conductivity of Pmn-Pt Ceramics, Arch Metall Mater 54 (2009) (4) 935-941.

Google Scholar

[17] K. Trzewiczek, A. Szczotok, A. Gądek-Moszczak, Evaluation of the State for The Material of the Live Steam Superheater Pipe Coils of V Degree, Adv Mater Res-Switz 874 (2014) 35-42.

DOI: 10.4028/www.scientific.net/amr.874.35

Google Scholar

[18] A. Gądek-Moszczak, N. Radek, S. Wronski, J. Tarasiuk, Application the 3D Image Analysis Techniques for Assessment the Quality of Material Surface Layer Before and After Laser Treatment, Adv Mater Res-Switz 874 (2014) 133-138.

DOI: 10.4028/www.scientific.net/amr.874.133

Google Scholar

[19] A. Gądek, S. Kuciel, L. Wojnar, W. Dziadur, Application of computer-aided analysis of an image for assessment of reinforced polymers structures, Polimery-W 51 (2006) (3) 206-211.

DOI: 10.14314/polimery.2006.206

Google Scholar

[20] L. Wojnar, M. Kumosa, Advanced Quantitative-Analysis of Fracture Surfaces, Mat Sci Eng A-Struct 128 (1990) (1) 45-53.

Google Scholar

[21] E. Skrzypczak-Pietraszek, J. Pietraszek, Seasonal Changes of Flavonoid Content in Melittis melissophyllum L. (Lamiaceae), Chem Biodivers 11 (2014) (4) 562-570.

DOI: 10.1002/cbdv.201300148

Google Scholar

[22] E. Skrzypczak-Pietraszek, J. Slota, J. Pietraszek, The influence of L-phenylalanine, methyl jasmonate and sucrose concentration on the accumulation of phenolic acids in Exacum affine Balf. f. ex Regel shoot culture, Acta Biochim Pol 61 (2014).

DOI: 10.18388/abp.2014_1922

Google Scholar