Elementary statistics: basic probability theory, most frequent univariate and multivariate distributions, hypothesis testing (location, dispersion and distribution tests).
Analysis of variance: one-way, two-way and multi-way ANOVA (fixed effect models, with and without interaction).
Regression analysis (least-squares method): linear models (straight line, multiple and polynomial regression, tests of significance of regression parameters, confidence intervals, weighted regression, goodness-of-fit test), non-linear regression (basic concepts and methods).
Optimization: the Simplex method.
Data smoothing and filtering.
Cluster analysis.
Principal components analysis, principal components regression, partial least squares, factor analysis.
Non-parametric statistics: location, correlation and distribution tests, analysis of variance.
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- OBVEZNA LITERATURA:
D. L. Massart, B. G. M. Vandeginste, L. M. C. Buydens, S. de Jong, P. J. Lewi, J. Smeyers-Verbeke: Handbook of Chemometrics and Qualimetrics, Part A, Elsevier, Amsterdam 1997.
B. G. M. Vandeginste, D. L. Massart, L. M. C. Buydens, S. de Jong, P. J. Lewi, J. Smeyers-Verbeke: Handbook of Chemometrics and Qualimetrics, Part B, Elsevier, Amsterdam 1998.
N. R. Draper, H. Smith: Applied Regression Analysis, Wiley, New York 1976. (1. izd.), 1981. (2. izd.).
B. E. Cooper, Statistics for Experimentalists, Pergamon Press, Oxford 1969.
W. R. Dillon, M. Goldstein: Multivariate Analysis Methods and Aplplications, Wiley, New York 1984.
D. L. Massart, B. G. M. Vandeginste, S. N. Deming, Y. Michotte, L. Kaufman: Chemometrics: A Textbook, Elsevier, Amsterdam 1988.
S. N. Deming, S. L. Morgan: Experimental Design: A Chemometric Approach, Elsevier, Amsterdam 1987.
I. Pavlić, Statistička teorija i primjena, 4. izd., Tehnička knjiga, Zagreb 1988.
W. H. Press, B. P. Flannery S. A. Teukolsky, W. T. Vetterling: Numerical Recipes, Cambridge University Press, Cambridge 1986. (i kasnija izdanja).
- DOPUNSKA LITERATURA:
revijalni članci i znanstvene monografije
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Pristupačnost
