Spatiotemporal Analyses

Type of study	Follow-up Master
Language of instruction	English
Code	548-0117/04
Abbreviation	CPA
Course title	Spatiotemporal Analyses
Credits	5
Coordinating department	Department of Geoinformatics
Course coordinator	prof. Ing. Igor Ivan, Ph.D.

Subject syllabus

1) Introduction to time series.
2) Decomposition of time series.
3) Methods of time series analysis - regression modeling.
4) Methods of time series analysis - exponential modeling.
5) Methods of time series analysis - ARIMA.
6) Methods of time series analysis - SARIMA models.
7) Introduction to spatiotemporal data.
8) Exploratory analysis of spatiotemporal data.
9) Spatio-temporal analyzes (part 1).
10) Spatio-temporal analyzes (part 2).
11) Spatio-temporal clustering (part 1).
12) Spatio-temporal clustering (part 2).
13) Visualization of spatiotemporal data.

Literature

CRESSIE, N., WINKLE, C.K. Statistics for Spatio-Temporal Data. Wiley, 2011, 624 p.
SHERMAN, M. Spatial Statistics and Spatio-Temporal Data: Covariance Functions and Directional Properties. Wiley, 2010, 294 p.
COWPERTWAIT, Paul S. P. a Andrew V. METCALFE. Introductory time series with R. Dordrecht: Springer, c2009. Use R!. ISBN 978-0-387-88697-8.
SHMUELI, G., LICHTENDAHL, K.C. Practical Time Series Forecasting with R: A Hands-On Guide, Axelrod Schnall Publishers, 2nd edition, 2016, .

Advised literature

ROGERSON, P., YAMADA, I. Statistical Detection and Surveillance of Geographic. Chapman and Hall/CRC, 2008, 324 p.
ANSARI, M.Y., AHMAD, A., KHAN, S.S., BHUSHAN, G., MAINUDDIN. Spatiotemporal clustering: a review. Artificial Intelligence Review, 2020, 53:2381–2423, https://doi.org/10.1007/s10462-019-09736-1.
LEVINE, N. CrimeStat: A Spatial Statistics Program for the Analysis of Crime Incident Locations (v 4.02). Ned Levine & Associates, Houston, Texas, and the National Institute of Justice, Washington, D.C. August. 2015.
BOX-STEFFENSMEIER, J. M., FREEMAN, J.R., HITT, M.P., PEVEHOUSE, J.C. (2014): Time series analysis for the social sciences. New York: Cambridge University Press. Analytical methods for social research. ISBN 978-0-521-87116-7.

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