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Volumn 1, Issue , 2008, Pages 347-373

Statistical Techniques in Metabolic Profiling

Author keywords

Agglomerative methods; Chromosomal structures; Data pre processing; Genetic programming; Kernel density estimators; Low molecular weight molecules; Metabolic profiling; Nonlinear iterative partial least squares algorithm; Nuclear magnetic resonance; Probabilistic dependence assumptions

Indexed keywords


EID: 84889324562     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1002/9780470061619.ch11     Document Type: Chapter
Times cited : (23)

References (60)
  • 1
    • 0028918581 scopus 로고
    • Classification of toxin-induced changes in 1H NMR spectra of urine using an artificial neural network
    • Anthony, M.L., Rose, V.S., Nicholson, J.K. and Lindon, J.C. (1995). Classification of toxin-induced changes in 1H NMR spectra of urine using an artificial neural network. Pharmaceutical and Biomedical Analysis 13, 205.
    • (1995) Pharmaceutical and Biomedical Analysis , vol.13 , pp. 205
    • Anthony, M.L.1    Rose, V.S.2    Nicholson, J.K.3    Lindon, J.C.4
  • 4
    • 1542469448 scopus 로고    scopus 로고
    • Bayesian wavelet regression on curves with applications to a spectroscopic calibration problem
    • Brown, P.J., Fearn, T. and Vannucci, M. (2001). Bayesian wavelet regression on curves with applications to a spectroscopic calibration problem. Journal of the American Statistical Society 96, 398-408.
    • (2001) Journal of the American Statistical Society , vol.96 , pp. 398-408
    • Brown, P.J.1    Fearn, T.2    Vannucci, M.3
  • 5
    • 0002557296 scopus 로고    scopus 로고
    • A statistical framework for multivariate latent variable regression methods based on maximum likelihood
    • Burnham, A.J., MacGregor, J.F. and Viveros, R. (1999). A statistical framework for multivariate latent variable regression methods based on maximum likelihood. Journal of Chemometrics 13, 49-65.
    • (1999) Journal of Chemometrics , vol.13 , pp. 49-65
    • Burnham, A.J.1    MacGregor, J.F.2    Viveros, R.3
  • 7
    • 0010254891 scopus 로고
    • The one component model with incomplete data
    • Ph.D Thesis, Uppsala University.
    • Christoffersson, A. (1970). The one component model with incomplete data. Ph.D Thesis, Uppsala University.
    • (1970)
    • Christoffersson, A.1
  • 9
    • 12244293657 scopus 로고    scopus 로고
    • Evaluation of the orthogonal projection to latent structure model limitations caused by chemical shift variability and improved visualization of biomarker changes in 1 H NMR spectroscopic metabonomic studies
    • Cloarec, O., Dumas, M., Trygg, J., Craig, A., Barton, R., Lindon, J., Nicholson, J. and Holmes, E. (2005). Evaluation of the orthogonal projection to latent structure model limitations caused by chemical shift variability and improved visualization of biomarker changes in 1 H NMR spectroscopic metabonomic studies. Analytical Chemistry 77, 517-526.
    • (2005) Analytical Chemistry , vol.77 , pp. 517-526
    • Cloarec, O.1    Dumas, M.2    Trygg, J.3    Craig, A.4    Barton, R.5    Lindon, J.6    Nicholson, J.7    Holmes, E.8
  • 10
    • 84887880048 scopus 로고    scopus 로고
    • Nonparametric models for proteomic peak identification and quantification
    • ISDS discussion papers 2006-07, Duke University.
    • Clyde, M.A., House, L.L. and Wolpert, R.L. (2006). Nonparametric models for proteomic peak identification and quantification. ISDS discussion papers 2006-07, Duke University.
    • (2006)
    • Clyde, M.A.1    House, L.L.2    Wolpert, R.L.3
  • 12
    • 30744443014 scopus 로고    scopus 로고
    • Statistical heterospectroscopy, an approach to the integrated analysis of NMR and UPLC-MS data sets: application in metabonomic toxicology studies
    • Crockford, D.J., Holmes, E., Lindon, J.C., Plumb, R.S., Zirah, S., Bruce, S.J., Rainville, P., Stumpf, C.L. and Nicholson, J.K., (2006). Statistical heterospectroscopy, an approach to the integrated analysis of NMR and UPLC-MS data sets: application in metabonomic toxicology studies. Analytical Chemistry 78, 363-371.
    • (2006) Analytical Chemistry , vol.78 , pp. 363-371
    • Crockford, D.J.1    Holmes, E.2    Lindon, J.C.3    Plumb, R.S.4    Zirah, S.5    Bruce, S.J.6    Rainville, P.7    Stumpf, C.L.8    Nicholson, J.K.9
  • 13
    • 4243617117 scopus 로고    scopus 로고
    • The new automated mass spectrometry deconvolution and identification system (AMDIS)
    • Davies, T. (1998). The new automated mass spectrometry deconvolution and identification system (AMDIS). Spectroscopy 10(3), 24-27.
    • (1998) Spectroscopy , vol.10 , Issue.3 , pp. 24-27
    • Davies, T.1
  • 14
    • 0003922190 scopus 로고    scopus 로고
    • Pattern Classification
    • John Wiley & Sons, New York.
    • Duda, R.O., Hart, P.E. and Stork, D.G. (2000). Pattern Classification. John Wiley & Sons, New York.
    • (2000)
    • Duda, R.O.1    Hart, P.E.2    Stork, D.G.3
  • 15
    • 0037092881 scopus 로고    scopus 로고
    • Metabonomic assessment of physiological disruptions using 1H-13C HMBC-NMR spectroscopy combined with pattern recognition procedures performed on filtered variables
    • Dumas, M.E., Canlet, C., Andre, F., Vercauteren, J. and Paris, A. (2002). Metabonomic assessment of physiological disruptions using 1H-13C HMBC-NMR spectroscopy combined with pattern recognition procedures performed on filtered variables. Analytic Chemistry 74(3), 2261-2273.
    • (2002) Analytic Chemistry , vol.74 , Issue.3 , pp. 2261-2273
    • Dumas, M.E.1    Canlet, C.2    Andre, F.3    Vercauteren, J.4    Paris, A.5
  • 17
    • 84889317140 scopus 로고    scopus 로고
    • Prediction and classification of drug toxicity using probabilistic modeling of temporal metabolic data
    • in preparation.
    • Ebbels, T.M.D., Keun, H.C., Beckonert, O., Bollard, E., Lindon, J.C., Holmes, E. and Nicholson, J.K. (2006). Prediction and classification of drug toxicity using probabilistic modeling of temporal metabolic data. in preparation.
    • (2006)
    • Ebbels, T.M.D.1    Keun, H.C.2    Beckonert, O.3    Bollard, E.4    Lindon, J.C.5    Holmes, E.6    Nicholson, J.K.7
  • 18
    • 0030781438 scopus 로고    scopus 로고
    • Pattern recognition approaches in biomedical and clinical magnetic resonance spectroscopy: a review
    • El-Deredy, W. (1997). Pattern recognition approaches in biomedical and clinical magnetic resonance spectroscopy: a review. NMR Biomedicine 10, 99-124.
    • (1997) NMR Biomedicine , vol.10 , pp. 99-124
    • El-Deredy, W.1
  • 19
    • 0345407833 scopus 로고    scopus 로고
    • An introduction to evolutionary computation for biologists
    • G.B. Fogel and D.W. Corne, eds. Morgan Kaufmann Publishers
    • Fogel, G.B. and Corne, D.W. (2003). An introduction to evolutionary computation for biologists. In Evolutionary Computation in Bioinformatics, G.B. Fogel and D.W. Corne, eds. Morgan Kaufmann Publishers, pp. 19-38.
    • (2003) In Evolutionary Computation in Bioinformatics , pp. 19-38
    • Fogel, G.B.1    Corne, D.W.2
  • 20
    • 84952149204 scopus 로고
    • A statistical view of some chemometrics regression tools
    • Frank, I.E. and Friedman, J.H. (1993). A statistical view of some chemometrics regression tools. Technometrics 35, 109-148.
    • (1993) Technometrics , vol.35 , pp. 109-148
    • Frank, I.E.1    Friedman, J.H.2
  • 21
    • 0022059848 scopus 로고
    • Linearization and scatter-correction for nearinfrared reflectance spectra of meat
    • Geladi, P., MacDougall, D. and Martens, H. (1985). Linearization and scatter-correction for nearinfrared reflectance spectra of meat. Applied Spectroscopy 3, 491-500.
    • (1985) Applied Spectroscopy , vol.3 , pp. 491-500
    • Geladi, P.1    MacDougall, D.2    Martens, H.3
  • 22
    • 0000384929 scopus 로고    scopus 로고
    • Genetic programming: a novel method for the quantitative analysis of pyrolysis mass spectral data
    • Gilbert, R.J., Goodacre, R., Woodward, A.M. and Kell, D.B. (1997). Genetic programming: a novel method for the quantitative analysis of pyrolysis mass spectral data. Analytical Chemistry 69, 4381-4389.
    • (1997) Analytical Chemistry , vol.69 , pp. 4381-4389
    • Gilbert, R.J.1    Goodacre, R.2    Woodward, A.M.3    Kell, D.B.4
  • 23
    • 13244279624 scopus 로고    scopus 로고
    • Making sense of the metabolome using evolutionary computation: seeing the wood with the trees
    • Goodacre, R. (2005). Making sense of the metabolome using evolutionary computation: seeing the wood with the trees. Journal of Experimental Botany 56, 245-254.
    • (2005) Journal of Experimental Botany , vol.56 , pp. 245-254
    • Goodacre, R.1
  • 24
    • 0033970940 scopus 로고    scopus 로고
    • Detection of the dipicolinic acid biomarker in bacillus spores using Curie-point pyrolysis mass spectrometry and Fourier transform infrared spectroscopy
    • Goodacre, R., Shann, B., Gilbert, R.J., Timmins, E.M., McGovern, A.C., Alsberg, B.K., Kell, D.B. and Logan, N.A. (2000). Detection of the dipicolinic acid biomarker in bacillus spores using Curie-point pyrolysis mass spectrometry and Fourier transform infrared spectroscopy. Analytical Chemistry 72, 119-127.
    • (2000) Analytical Chemistry , vol.72 , pp. 119-127
    • Goodacre, R.1    Shann, B.2    Gilbert, R.J.3    Timmins, E.M.4    McGovern, A.C.5    Alsberg, B.K.6    Kell, D.B.7    Logan, N.A.8
  • 25
    • 0037370292 scopus 로고    scopus 로고
    • Chemometric discrimination of unfractionated plant extracts analyzed by electrospray mass spectrometry
    • Goodacre, R., York, E.V., Heald, J.K. and Scott, I.M. (2003). Chemometric discrimination of unfractionated plant extracts analyzed by electrospray mass spectrometry. Phytochemistry 62, 859-863.
    • (2003) Phytochemistry , vol.62 , pp. 859-863
    • Goodacre, R.1    York, E.V.2    Heald, J.K.3    Scott, I.M.4
  • 26
    • 0031904206 scopus 로고    scopus 로고
    • Genetic programming for classification and feature selection: analysis of 1H nuclear magnetic resonance spectra from human brain tumour biopsies
    • Gray, H.F., Maxwell, R.J., Martinez-Perez, I., Arus, C. and Cerdan, S. (1998). Genetic programming for classification and feature selection: analysis of 1H nuclear magnetic resonance spectra from human brain tumour biopsies. NMR in Biomedicine 11, 217-224.
    • (1998) NMR in Biomedicine , vol.11 , pp. 217-224
    • Gray, H.F.1    Maxwell, R.J.2    Martinez-Perez, I.3    Arus, C.4    Cerdan, S.5
  • 27
    • 0003684449 scopus 로고    scopus 로고
    • The Elements of Statistical Learning
    • Springer-Verlag, New York.
    • Hastie, T., Tibshirani, R. and Friedman, J. (2001). The Elements of Statistical Learning. Springer-Verlag, New York.
    • (2001)
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 28
    • 0027052705 scopus 로고
    • Nuclear-magnetic-resonance spectroscopy and pattern-recognition analysis of the biochemical processes associated with the progression of and recovery from nephrotoxic lesions in the rat induced by mercury(ii) chloride and 2-bromoethanamine
    • Holmes, E., Bonner, F.W., Sweatman, B.C., Lindon, J.C., Beddell, C.R., Rahr, E. and Nicholson, J.K. (1992). Nuclear-magnetic-resonance spectroscopy and pattern-recognition analysis of the biochemical processes associated with the progression of and recovery from nephrotoxic lesions in the rat induced by mercury(ii) chloride and 2-bromoethanamine. Molecular Pharmacology 42, 922.
    • (1992) Molecular Pharmacology , vol.42 , pp. 922
    • Holmes, E.1    Bonner, F.W.2    Sweatman, B.C.3    Lindon, J.C.4    Beddell, C.R.5    Rahr, E.6    Nicholson, J.K.7
  • 29
    • 0035107971 scopus 로고    scopus 로고
    • Metabonomic characterization of genetic variations in toxicological and metabolic responses using probabilistic neural networks
    • Holmes, E., Nicholson, J.K. and Tranter, G. (2001). Metabonomic characterization of genetic variations in toxicological and metabolic responses using probabilistic neural networks. Chemical Research in Toxicology 14, 182.
    • (2001) Chemical Research in Toxicology , vol.14 , pp. 182
    • Holmes, E.1    Nicholson, J.K.2    Tranter, G.3
  • 30
    • 0027008438 scopus 로고
    • An investigation of tumor 1H nuclear magnetic resonance spectra by the application of chemometric techniques
    • Howells, S.L., Maxwell, R.J., Peet, A.C. and Griffiths, J.R. (1992). An investigation of tumor 1H nuclear magnetic resonance spectra by the application of chemometric techniques. Magnetic Resonance Medicine 28, 214-236.
    • (1992) Magnetic Resonance Medicine , vol.28 , pp. 214-236
    • Howells, S.L.1    Maxwell, R.J.2    Peet, A.C.3    Griffiths, J.R.4
  • 32
    • 0003946510 scopus 로고
    • Principal Component Analysis
    • Springer-Verlag, New York.
    • Jolliffe, I.T. (1986). Principal Component Analysis. Springer-Verlag, New York.
    • (1986)
    • Jolliffe, I.T.1
  • 33
    • 0034948115 scopus 로고    scopus 로고
    • Genomic computing explanatory analysis of plant expression profiling data using machine learning.
    • Kell, D.B., Darby, R.M. and Draper, J. (2001). Genomic computing. explanatory analysis of plant expression profiling data using machine learning. Plant Physiology 126, 943-951.
    • (2001) Plant Physiology , vol.126 , pp. 943-951
    • Kell, D.B.1    Darby, R.M.2    Draper, J.3
  • 34
    • 85014132113 scopus 로고    scopus 로고
    • A Handbook of Metabonomics and Metabolomics
    • Elsevier.
    • Lindon, J.C., Holmes, J.L. and Tranter, G.E. (2007). A Handbook of Metabonomics and Metabolomics. Elsevier.
    • (2007)
    • Lindon, J.C.1    Holmes, J.L.2    Tranter, G.E.3
  • 36
    • 0004132705 scopus 로고
    • Multivariate Calibration
    • John Wiley & Sons Inc, New York.
    • Martens, H. and Naes, T. (1989). Multivariate Calibration. John Wiley & Sons Inc, New York.
    • (1989)
    • Martens, H.1    Naes, T.2
  • 37
    • 24644510366 scopus 로고    scopus 로고
    • Bioactive compounds in cod (gadus morhua) products and suitability of 1H NMR metabolite profiling for classification of the products using multivariate data analyses
    • Martinez, I., Bathen, T., Standal, I.B., Halvorsen, J., Aursand, M., Gribbestad, I.S. and Axelson, D.E. (2005). Bioactive compounds in cod (gadus morhua) products and suitability of 1H NMR metabolite profiling for classification of the products using multivariate data analyses. Journal of Agricultural and Food Chemistry 53, 6889-6895.
    • (2005) Journal of Agricultural and Food Chemistry , vol.53 , pp. 6889-6895
    • Martinez, I.1    Bathen, T.2    Standal, I.B.3    Halvorsen, J.4    Aursand, M.5    Gribbestad, I.S.6    Axelson, D.E.7
  • 38
    • 0000957593 scopus 로고
    • Principal component regression in exploratory statistical research
    • Massy, W.F. (1965). Principal component regression in exploratory statistical research. Journal of the American Statistical Association 60, 234-246.
    • (1965) Journal of the American Statistical Association , vol.60 , pp. 234-246
    • Massy, W.F.1
  • 39
    • 34447562371 scopus 로고    scopus 로고
    • Chapter analysis of mass spectrometry data using Bayesian wavelet-based functional mixed models
    • Cambridge University Press
    • Morris, J., Brown, P., Baggerly, K. and Coombes, K. (2006). Chapter analysis of mass spectrometry data using Bayesian wavelet-based functional mixed models. In Bayesian Inference for Gene Expression and Proteomics, Cambridge University Press, pp. 269-292.
    • (2006) In Bayesian Inference for Gene Expression and Proteomics , pp. 269-292
    • Morris, J.1    Brown, P.2    Baggerly, K.3    Coombes, K.4
  • 41
    • 0032694577 scopus 로고    scopus 로고
    • Metabonomics: understanding the metabolic responses of living systems to pathophysiological stimuli via multivariate statistical analysis of biological NMR spectroscopic data
    • Nicholson, J.K., Lindon, J.C. and Holmes, E. (1999). Metabonomics: understanding the metabolic responses of living systems to pathophysiological stimuli via multivariate statistical analysis of biological NMR spectroscopic data. Xenobiotica 29, 1181.
    • (1999) Xenobiotica , vol.29 , pp. 1181
    • Nicholson, J.K.1    Lindon, J.C.2    Holmes, E.3
  • 42
    • 0043069547 scopus 로고    scopus 로고
    • Understanding 'global' systems biology: metabonomics and the continuum of metabolism
    • Nicholson, J.K. and Wilson, I.D. (2003). Understanding 'global' systems biology: metabonomics and the continuum of metabolism. Nature Reviews Drug Discovery 2, 668.
    • (2003) Nature Reviews Drug Discovery , vol.2 , pp. 668
    • Nicholson, J.K.1    Wilson, I.D.2
  • 43
    • 0037371851 scopus 로고    scopus 로고
    • Metabonomics classifies pathways affected by bioactive compounds Artificial neural network classification of NMR spectra of plant extracts.
    • Ott, K.H., Aranibar, N., Singh, B. and Stockton, G.W. (2003). Metabonomics classifies pathways affected by bioactive compounds. Artificial neural network classification of NMR spectra of plant extracts. Phytochemistry 62, 971-985.
    • (2003) Phytochemistry , vol.62 , pp. 971-985
    • Ott, K.H.1    Aranibar, N.2    Singh, B.3    Stockton, G.W.4
  • 44
    • 0001473437 scopus 로고
    • On estimation of a probability density function and mode
    • Parzen, E. (1962). On estimation of a probability density function and mode. The Annals of Mathematical Statistics 33, 1065.
    • (1962) The Annals of Mathematical Statistics , vol.33 , pp. 1065
    • Parzen, E.1
  • 46
    • 84953405534 scopus 로고    scopus 로고
    • Pattern Recognition and Neural Networks
    • Cambridge University Press, Cambridge.
    • Ripley, B.D. (1996). Pattern Recognition and Neural Networks. Cambridge University Press, Cambridge.
    • (1996)
    • Ripley, B.D.1
  • 47
    • 0042553279 scopus 로고
    • Smoothing and differentiation of data by simplified least squares procedures
    • Savitsky, A. and Golay, M.J.E. (1964). Smoothing and differentiation of data by simplified least squares procedures. Analytical Chemistry 36, 1627-1639.
    • (1964) Analytical Chemistry , vol.36 , pp. 1627-1639
    • Savitsky, A.1    Golay, M.J.E.2
  • 48
    • 0033452842 scopus 로고    scopus 로고
    • An integrated method for spectrum extraction and compound identification from gc/ms data
    • Stein, S.E. (1999). An integrated method for spectrum extraction and compound identification from gc/ms data. Journal of the American Society of Mass Spectrometry 10, 770-871.
    • (1999) Journal of the American Society of Mass Spectrometry , vol.10 , pp. 770-871
    • Stein, S.E.1
  • 49
    • 0000629975 scopus 로고
    • Cross-validatory choice and assessment of statistical predictions
    • with discussion
    • Stone, M. (1974). Cross-validatory choice and assessment of statistical predictions (with discussion). 36, 111-147.
    • (1974) , vol.36 , pp. 111-147
    • Stone, M.1
  • 50
    • 0000818474 scopus 로고
    • Continuum regression: cross-validated sequentially constructed prediction embracing ordinary least squares
    • Stone, M. and Brooks, R.J. (1990). Continuum regression: cross-validated sequentially constructed prediction embracing ordinary least squares, partial least squares and principal components regression. 52, 237-269.
    • (1990) Partial least squares and principal components regression , vol.52 , pp. 237-269
    • Stone, M.1    Brooks, R.J.2
  • 52
    • 0032520811 scopus 로고    scopus 로고
    • The deconvolution of pyrolysis mass spectra using genetic programming: application to the identification of some eubacterium species
    • Taylor, J., Goodacre, R., Wade, W.G., Rowland, J.J. and Kell, D.B. (1998). The deconvolution of pyrolysis mass spectra using genetic programming: application to the identification of some eubacterium species. FEMS Microbiology Letters 160, 237-246.
    • (1998) FEMS Microbiology Letters , vol.160 , pp. 237-246
    • Taylor, J.1    Goodacre, R.2    Wade, W.G.3    Rowland, J.J.4    Kell, D.B.5
  • 53
    • 0036083139 scopus 로고    scopus 로고
    • Orthogonal projections to latent structures (O-PLS)
    • Trygg, J. and Wold, S. (2002). Orthogonal projections to latent structures (O-PLS). Journal of Chemometrics 16, 119-128.
    • (2002) Journal of Chemometrics , vol.16 , pp. 119-128
    • Trygg, J.1    Wold, S.2
  • 54
    • 0037282744 scopus 로고    scopus 로고
    • O2-pls, a two-block (x-y) latent variable regression (LVR) method with an integral osc filter
    • Trygg, J. and Wold, S. (2003). O2-pls, a two-block (x-y) latent variable regression (LVR) method with an integral osc filter. Journal of Chemometrics 17, 53-64.
    • (2003) Journal of Chemometrics , vol.17 , pp. 53-64
    • Trygg, J.1    Wold, S.2
  • 55
    • 0242295767 scopus 로고    scopus 로고
    • Bayesian factor regression models in the "large p, small n" paradigm
    • J.M. Bernardo, M.J. Bayarri, J.O. Berger, A.P. Dawid, D. Heckerman, A.F.M. Smith and M. West, eds. University Press, Oxford
    • West, M. (2002). Bayesian factor regression models in the "large p, small n" paradigm. In Bayesian Statistics 7, J.M. Bernardo, M.J. Bayarri, J.O. Berger, A.P. Dawid, D. Heckerman, A.F.M. Smith and M. West, eds. University Press, Oxford, pp. 723-732.
    • (2002) In Bayesian Statistics 7 , pp. 723-732
    • West, M.1
  • 57
    • 0001098205 scopus 로고
    • Estimation of principal components and related models by iterative least squares
    • P.R. Krishnaiah, ed. Academic Press, New York
    • Wold, H. (1966). Estimation of principal components and related models by iterative least squares. In Multivariate Analysis, Proceedings of the International Symposium, June 1965, P.R. Krishnaiah, ed. Academic Press, New York, pp. 391-420.
    • (1966) , pp. 391-420
    • Wold, H.1
  • 58
    • 0002692783 scopus 로고
    • Soft modelling by latent variables; the non-linear iterative partial least squares approach
    • Papers in Honour of M.S. Bartlett J. Gani, ed. Academic Press, London
    • Wold, H. (1975). Soft modelling by latent variables; the non-linear iterative partial least squares approach. In Perspectives in Probability ans Statistics, Papers in Honour of M.S. Bartlett, J. Gani, ed. Academic Press, London.
    • (1975) In Perspectives in Probability ans Statistics
    • Wold, H.1
  • 59
    • 84951601886 scopus 로고
    • Cross-validatory estimation of the number of components in factor and principal components models
    • Wold, S. (1978). Cross-validatory estimation of the number of components in factor and principal components models. Technometrics 20, 397-404.
    • (1978) Technometrics , vol.20 , pp. 397-404
    • Wold, S.1
  • 60
    • 0032931083 scopus 로고    scopus 로고
    • Genetic programming as an analytical tool for non-linear dielectric spectroscopy
    • Woodward, A.M., Gilbert, R.J. and Kell, D.B. (1999). Genetic programming as an analytical tool for non-linear dielectric spectroscopy. Bioelectrochemistry and Bioenergetics 48, 389.
    • (1999) Bioelectrochemistry and Bioenergetics , vol.48 , pp. 389
    • Woodward, A.M.1    Gilbert, R.J.2    Kell, D.B.3


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