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Kvantitativní metody v geografii

Typ studia navazující magisterskébakalářské
Jazyk výuky angličtina
Kód 548-0093/02
Zkratka KMG
Název předmětu česky Kvantitativní metody v geografii
Název předmětu anglicky Quantitative methods in geography
Kreditů 5
Garantující katedra Katedra geoinformatiky
Garant předmětu prof. Ing. Igor Ivan, Ph.D.

Osnova předmětu

1) Definition, history and goals of quantitative methods in geography. Basic statistical terms.
2) Types of variables and their relationship to quantitative analysis in geography. Basics of graphical visualisations of geographical data.
3) Basic theoretical distributions
4) Data transformation and standardization.
5) Exploratory data analysis (graphical and numerical description of the data distribution).
6) Exploratory Spatial Data Analysis. Trend analysis.
7) Inferential Statistic - t-test, ANOVA
8) Inferential Statistic - t-test, ANOVA
9) Spatial statistics for point pattern. Randomness and Randomization. Declustering.
10)Introduction to inferential statistical tests for point pattern.
11) Correlation analysis.
12) Spatial autocorrelation.
13) Regression analysis, Local regression analysis, GWR.

Povinná literatura

ROGERSON, P.A. (2019): Statistical Methods for Geography: A Student’s Guide, SAGE Publications Ltd, 432 P. ISBN 978-1526498809 .
SMITH, M. J., GOODCHILD, M. F., LONGLEY, P. A. (2006): Geospatial Analysis, Troubador Publishing Ltd., 414 p. Dostupné z: <http://www.spatialanalysisonline.com>.
FOTHERINGHAM, A.S., BRUNSDON, C., CHARLTON, M. (2000): Quantitative Geography: Perspectives on Spatial Data Analysis. Sage Publications Ltd., 272 p.
O'SULLIVAN, D., UNWIN, D. (2010): Geographical Information Analysis. Wiley. 432 p.

Doporučená literatura

SMITH, M.J.: Statistical Analysis Handbook [online]. Dostupné z: <http://www.statsref.com>.
FOTHERINGHAM, A. S., ROGERSON, P. A. (eds.) (2009): The SAGE Handbook of Spatial Analysis, Sage Publications Ltd., 528 p.
McGREW, Jr., CHAPMAN, J., MONROE, C.B. (2009): An Introduction to Statistical Problem Solving in Geography, Waveland Pr Inc, 254 p.
BURT, J.E., BARBER, G.M. (2009): Elementary Statistics for Geographers Hardcover, Guilford Press, 653 P.