Abstract:
In this paper we describe the characteristics and the applications of the multivariate methods for spectroscopic and chromatographic techniques independent component analysis (ICA) and two-dimensional correlation spectroscopy (2DCOS) focused to their use in environmental studies. In our opinion, these methods are important because they allow to characterize environmental samples with different aims and scopes from those generally obtained by means of more common multivariate methods such as principal component analysis (PCA) and partial least squares (PLS). The new insights of these methods in recent environmental studies are reviewed and debated. © 2015 Elsevier B.V.
Registro:
Documento: |
Artículo
|
Título: | Uncommon multivariate statistical methods for environmental studies: A review |
Autor: | Mecozzi, M.; Tudino, M.B.; Finoia, M.G.; Conti, M.E. |
Filiación: | Italian National Institute for Environmental Protection and Research, Laboratory of Chemometrics and Environmental Applications, Via di Castel Romano 100, Rome, 00128, Italy INQUIMAE, Departamento de Química Inorgánica, Analítica y Química Física, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Buenos Aires, Argentina Italian National Institute for Environmental Protection and Research, Via Vitaliano Brancati 60, Rome, 00166, Italy Department of Management, Sapienza University of Rome, Via del Castro Laurenziano 9, Rome, 00161, Italy
|
Palabras clave: | Chromatographic analysis; Environmental studies; Independent component analysis; Multivariate methods; Spectroscopic analysis; Two-dimensional correlation spectroscopy |
Año: | 2015
|
Volumen: | 6-7
|
Página de inicio: | 31
|
Página de fin: | 38
|
DOI: |
http://dx.doi.org/10.1016/j.teac.2015.02.002 |
Título revista: | Trends in Environmental Analytical Chemistry
|
Título revista abreviado: | Trends Environ. Anal. Chem.
|
ISSN: | 22141588
|
Registro: | https://bibliotecadigital.exactas.uba.ar/collection/paper/document/paper_22141588_v6-7_n_p31_Mecozzi |
Referencias:
- Forina, M., Lanteri, S., Casale, M., (2007) J. Chromatogr. A, 1158, pp. 61-93
- Brereton, R.G., (2000) Analyst, 125, pp. 2125-2154
- Brereton, R.G., (2003) Chemometrics: Data Analysis for the Laboratory and Chemical Plant, , Hollis Horwood Series, Chichester
- Daszykoeski, M., Serneels, S., Kaczmarek, K., Van Espen, P., Croux, C., Walczak, B., (2007) Chemom. Intel. Lab. Syst., 85, pp. 269-277
- www.http://cran.r-project.org/web/packages/chemometrics/vignettes/chemometrics-vignette.pdf; Mecozzi, M., Pietroletti, M., Oteri, F., Di Mento, R., Applications of PCA to the monitoring of hydrocarbon content in marine sediments by means of gas chromatographic measurements (2012) Principal ComponentAnalysis - Engineering Applications, , arxiv:/www.intechopen.com, Intech Edition, S. Parinya (Ed.)
- Zhao, Z.-Y., Chu, Y., Gu, J.-D., (2012) Ecotoxicology, 21, pp. 1743-1752
- Ausili, A., Mecozzi, M., Gabellini, M., Ciuffa, G., Mellara, F., (1998) Water Sci. Technol., 37, pp. 131-138
- Conti, M.E., Bocca, B., Iacobucci, M., Finoia, M.G., Mecozzi, M., Pino, A., Alimonti, A., (2010) Arch. Environ. Contam. Toxicol., 58, pp. 79-95
- Conti, M.E., Stripeikis, J., Finoia, M.G., Tudino, M.B., (2012) Ecotoxicology, 21, pp. 1112-1125
- Conti, M.E., Finoia, M.G., Bocca, B., Mele, G., Alimonti, A., Pino, A., (2012) Environ. Monit. Assess., 184, pp. 527-538
- Conti, M.E., Stripeikis, J., Finoia, M.G., Tudino, M.B., (2011) Ecotoxicology, 20, pp. 1341-1353
- Conti, M.E., Pino, A., Botrè, F., Bocca, B., Alimonti, A., (2009) Ecotox. Environ. Saf., 72, pp. 1082-1089
- Conti, M.E., Iacobucci, M., Cucina, D., Mecozzi, M., (2007) Int. J. Environ. Pollut., 29, pp. 333-343
- Karlsson, E.S., Brüchert, V., Tesi, T., Charkin, A., Dudarev, O., Semiletov, I., Gustafsson, Ö., (2015) Mar. Chem., 170, pp. 11-22
- Wagner, H., Dunker, S., Liu, Z., Wilhelm, C., (2013) Curr. Opin. Biotechnol., 24, pp. 88-94
- Moros, J., Cassella, R.J., Barciela-Alonso, M.C., Moreda-Piňeiro, A., Herbello-Hermelo, P., Bermejio-Barrera, P., Garrigues, S., de la Guardia, M., (2010) Vib. Spectrosc., 53, pp. 204-213
- Armenta, S., De la Guardia, M., (2014) Trends Environ. Anal. Chem., 2, pp. 43-52
- Mecozzi, M., (2005) Chemom. Intell. Lab. Syst., 79, pp. 84-90
- Beltrán, J.L., Ferrer, R., Guiteras, J., (1998) Anal. Chim. Acta, 373, pp. 311-319
- Rutledge, D.N., Bouveresse, J.-R., (2013) Trends Anal. Chem., 50, pp. 22-32
- Noda, I., Ozaki, Y., (2004) Two-Dimensional Correlation Spectroscopy, Application in Vibrational and Optical Spectroscopy, , John Wiley & Sons, Chichester, UK
- Christensen, J.H., Tomasi, G., (2007) J. Chromatogr. A, 1169, pp. 1-18
- Noda, I., (2008) J. Mol. Struct., pp. 216-227
- Engel, J., Gerretzen, J., Szymanska, E., Jansen, J.J., Downey, G., Blanchet, L., Buydens, L.M.C., (2013) Trends Anal. Chem., 50, pp. 96-106
- Hyvärinen, A., Oja, E., (2000) Neural Network, 13, pp. 411-430
- Wang, G., Ding, Q., Hou, Z., (2008) Trends Anal. Chem., 27, pp. 368-376
- http://research.ics.aalto.fi/ica/fastica/; http://perso.telecom-paristech.fr/~cardoso/Algo/Jade/jadeR.m; http://www.uclac.uk/department/sobell/Research/RLemon/MILCA/MILCA, for MILCA; Mecozzi, M., submitted for publication; Szabo de Edeleny, F., Simonetti, A.W., Postma, G., Huo, R., Buydens, L.M.C., (2005) Anal. Chim. Acta, 544, pp. 36-46
- Jouan-Rimbaud Bouveresse, D., Moya-González, A., Ammari, F., Rutledge, D.N., (2012) Chem. Int. Lab. Syst., 112, pp. 24-32
- Monakhova, Y.B., Astakhov, S.A., Kraskov, A., Mustakhova, S.P., (2010) Chemom. Intell. Lab. Syst., 103, pp. 108-115
- Ammari, F., Cordella, C.B., Boughamn, N., Rutledge, D.N., (2012) Chemom. Intell. Lab. Syst., 113, pp. 32-42
- Pasadakis, N., Kardamakis, A.A., (2006) Anal. Chim. Acta, 578, pp. 250-255
- Kardamakis, A.A., Mouchtaris, A., Pasadakis, N., (2007) Chemom. Intell. Lab. Syst., 89, pp. 51-58
- Mecozzi, M., Pietroletti, M., Scarpiniti, M., Acquistucci, R., Conti, M.E., (2012) Environ. Monit. Assess., 184, pp. 6025-6036
- Calace, N., Pietroletti, M., Petronio, B.M., Scarpiniti, M., Mecozzi, M., (2011) Int. J. Environ. Health, 5, pp. 246-261
- Monakhova, Y.B., Tsikin, A.M., Mushtakova, S.P., Mecozzi, M., (2015) Microchem. J., 118, pp. 211-222
- Mecozzi, M., Pietroletti, M., Tornambè, A., (2011) Spectrochim. Acta Part A, 78, pp. 1572-1580
- Mecozzi, M., Monakhova, Y.B., (2013) Int. J. Environ. Health, 6, pp. 235-251
- Pasadakis, N., Gaganis, V., Smaragdis, P., http://www.merl.com/publications/docs/TR2003-140.pdf; Monakhova, Y.B., Kolesnikova, S., Mushtakova, S.P., (2013) Anal. Methods, 5, pp. 2761-2772
- Gao, L., Ren, S., (2012) J. Fluoresc., 22, pp. 1595-1602
- Pietroletti, M., Mattiello, S., Moscato, F., Oteri, F., Mecozzi, M., (2012) Chromatographia, 75, pp. 961-971
- Liu, Z., Cai, W., Shao, X., (2008) J. Chromatogr. A, 1190, pp. 358-364
- Debrus, B., Lebrun, P., Ceccato, A., Caliaro, G., Govaerts, B., Olsen, B.A., Rozet, E., Hubert, P., (2009) Talanta, 79, pp. 77-85
- de, P., Harrington, B., Urbas, A., Tandler, P.J., (2000) Chem. Intell. Lab. Syst., 50, pp. 149-174
- Pazderka, T., Kopecky, V., http://dsp.vscht.cz/konference:matlab/MATLAB08/prispevky/081_pazderka.pdf; Šašic, S., Amari, T., Ozaki, Y., (2001) Anal. Chem., 73, pp. 5184-5190
- Šašic, S., Jiang, J., Ozaki, Y., (2003) Chem. Intell. Lab. Syst., 65, pp. 1-15
- Mecozzi, M., Pietroletti, M., Di Mento, R., (2007) Vib. Spectrosc., 44, pp. 228-235
- Mecozzi, M., Pietrantonio, E., Pietroletti, M., (2009) Spectrochim. Acta Part A, 71, pp. 1874-1877
- Hussain, A., Abdulla, N., Minor, E.C., Hatcher, P.G., (2010) Environ. Sci. Technol., 44, pp. 8044-8049
- Hur, J., Young Jung, K., Mee Young, Y., (2011) Water Res., 45, pp. 2965-2974
- Hur, J., Lee, B.M., Choi, K.S., Min, B., (2014) Environ. Sci. Pollut. Res., 21, pp. 2230-2239
- Nakashima, K., Xing, S., Gong, Y., Miyajima, T., (2008) J. Mol. Struct., pp. 155-159
- Mecozzi, M., Pietroletti, M., Gallo, V., Conti, M.E., (2009) Mar. Chem., 116, pp. 18-35
- Mecozzi, M., Acquistucci, R., Nisini, L., Conti, M.E., (2014) Infrared Phys. Technol., 63, pp. 74-83
- Li, H., Minor, E.C., Zigah, P.K., (2013) Org. Geochem., 58, pp. 125-136
- Harvey, O.R., Herbert, B.E., Kuo, L., Louchouarn, P., (2012) Environ. Sci. Technol., 46, pp. 10641-10650
- Yan, W., Zhang, J., Jing, C., (2013) J. Colloid Interface Sci., 390, pp. 196-209
- Pietroletti, M., Capobianco, A., Ragosta, E., Mecozzi, M., (2010) Spectrochim. Acta A, 77, pp. 673-679
- Zhou, X., Xiang, B., Zhang, M., (2013) Anal. Lett., 46, pp. 340-348
- Helland, I.S., (2001) Chemom. Intell. Lab. Syst., 58, pp. 97-107
- Noda, I., (2010) J. Mol. Struct., 974, pp. 108-115
- Mecozzi, M., Sturchio, E., (2015) Spectrochim. Acta A, 137, pp. 90-98
- Fraser, G.S., Ellis, J., Hussain, L., (2008) Mar. Poll. Bull., 56, pp. 9-13
- Wang, G., Karnes, J., Bunker, C.E., Lei Geng, M., (2006) J. Mol. Struct., 799, pp. 247-252
- Mecozzi, M., Pietroletti, M., Trifirò, G., Nisini, L., (2014) Mar. Chem., 159, pp. 9-18
- Chen, Z., Hay, J.N., Jenkins, M.J., (2012) Eur. Polym. J., 48, pp. 1586-1610
Citas:
---------- APA ----------
Mecozzi, M., Tudino, M.B., Finoia, M.G. & Conti, M.E.
(2015)
. Uncommon multivariate statistical methods for environmental studies: A review. Trends in Environmental Analytical Chemistry, 6-7, 31-38.
http://dx.doi.org/10.1016/j.teac.2015.02.002---------- CHICAGO ----------
Mecozzi, M., Tudino, M.B., Finoia, M.G., Conti, M.E.
"Uncommon multivariate statistical methods for environmental studies: A review"
. Trends in Environmental Analytical Chemistry 6-7
(2015) : 31-38.
http://dx.doi.org/10.1016/j.teac.2015.02.002---------- MLA ----------
Mecozzi, M., Tudino, M.B., Finoia, M.G., Conti, M.E.
"Uncommon multivariate statistical methods for environmental studies: A review"
. Trends in Environmental Analytical Chemistry, vol. 6-7, 2015, pp. 31-38.
http://dx.doi.org/10.1016/j.teac.2015.02.002---------- VANCOUVER ----------
Mecozzi, M., Tudino, M.B., Finoia, M.G., Conti, M.E. Uncommon multivariate statistical methods for environmental studies: A review. Trends Environ. Anal. Chem. 2015;6-7:31-38.
http://dx.doi.org/10.1016/j.teac.2015.02.002