548-0044/05 – Spatial Data Analysis (PAD)

Gurantor departmentDepartment of GeoinformaticsCredits5
Subject guarantordoc. Ing. Jiří Horák, Dr.Subject version guarantordoc. Ing. Jiří Horák, Dr.
Study levelundergraduate or graduateRequirementCompulsory
Year1Semestersummer
Study languageCzech
Year of introduction2006/2007Year of cancellation2009/2010
Intended for the facultiesHGFIntended for study typesFollow-up Master
Instruction secured by
LoginNameTuitorTeacher giving lectures
HOR10 doc. Ing. Jiří Horák, Dr.
IVA026 doc. Ing. Igor Ivan, Ph.D.
KOT116 Ing. Olga Kotlíková
JUR02 Ing. Lucie Orlíková, Ph.D.
Extent of instruction for forms of study
Form of studyWay of compl.Extent
Full-time Credit and Examination 2+2
Part-time Credit and Examination 6+6

Subject aims expressed by acquired skills and competences

The objective is to learn student how to utilize selected methods of spatial analysis not included in other courses. It is focused on circular statistics, modelling of spatial distribution of events and relevant inferential methods to analyse their randomness, including multiple events. Large attention is dedicated to graph theory and its application for spatial tasks, statistical description of networks (local and global measures), selected tasks in graphs. Students get acqauinted with locational and alocational tasks, utilization of gravity theory, selected analysis for areal data, multivariate techniques for spatial data and a logistic regression.

Teaching methods

Lectures
Tutorials

Summary

The subject represents an advanced course of spatial analytical methods. It contains descriptive statistics for dots, circular statistics, methods of modelling of spatial distribution of events, inferential methods to analyse randomness of single dots as well as multiple events, explains basic terms of the graph theory, indicators used for local and global description of networks namely social networks, it introduces to the evaluation of transport accessibility, it explains selected tasks in graphs, basic methods for locational and alocational tasks, utilization of gravity theory, introduces selected analysis for areal data and multivariate techniques for spatial data, a basic predictive model for categorised variables using the logistic regression.

Compulsory literature:

Hilbe, J.M. Practical guide to logistic regression. CRC Press/Taylor & Francis, Boca Raton, 2016. S. 158. ISBN 978-1-4987-0957-6 Newman, M. Networks: an introduction. Oxford University Press. 2010 Rogerson, P. Statistical methods for geography, 5th ed. SAGE, LA, 2019. S. 405. ISBN 978-1-5264-9880- Smith M.J., Goodchild M.F., Longley P.A. Geospatial Analysis. 2011. Dostupné na http://www.spatialanalysisonline.com

Recommended literature:

Anselin L., Florax R., Rey S. (Eds.): Advances in Spatial Econometrics. Springer, 2004, pp. 51, 3ISBN 3540437290. Barabási, A.: Network Science. The Barabási-Albert Model. 2012. Dostupné na http://barabasi.com/f/622.pdf Batschelet, E.: Circular Statistics in Biology. Academic Press, 1981, London. Hosmer, D.W., Lemeshow, S., Sturdivant, R.X.. Applied logistic regression, Third edition. ed, Wiley series in probability and statistics. Wiley, 2013. S. 528. ISBN 978-1-118-54835-6

Way of continuous check of knowledge in the course of semester

E-learning

Other requirements

Prerequisities

Subject has no prerequisities.

Co-requisities

Subject has no co-requisities.

Subject syllabus:

1) Definice, historie, cíle prostorových analýz a typy používaných metod. Přehled statistických prostorových analýz. 2) Body. Popisná statistika pro body. Inferenční statistické testy pro body. Kvadrantové testy. Metoda nejbližší vzdálenosti. K funkce. 3) Modelování prostorového uspořádání událostí (bodů). Transformace bodového vzorku do kontinuálního pole. 4) Analýza vícenásobných typů událostí. 5) Časoprostorové analýzy. 6) Geostatistické metody pro kontinuální pole. Strukturální funkce. Výpočet pro linii, pro plochu. Teoretické typy semivariogramu, způsob interpretace. Lokální odhady - krigování. 7) Metody interpolace. Základní, univerzální, indikátorové a pravděpodobnostní krigování. Simulační postupy. 8) Linie. Statistický popis. 9) Úvod do teorie grafů. Hledání optimální cesty. Dopravní dostupnost. Lokalizační a alokační úlohy. 10) Gravitační teorie. Analýza interakčních dat. 11) Polygony. Plošná interpolace. Problém regionalizace. 12) Vyhlazování areálových dat. Multivariační techniky. Regresní modelování.

Conditions for subject completion

Part-time form (validity from: 1960/1961 Summer semester)
Task nameType of taskMax. number of points
(act. for subtasks)
Min. number of points
Exercises evaluation and Examination Credit and Examination 100 (100) 51
        Exercises evaluation Credit 33 (33) 0
                Project Project 28  0
                Other task type Other task type 5  0
        Examination Examination 67 (67) 0
                Written examination Written examination 40  0
                ústní zkouška Oral examination 27  0
Mandatory attendence parzicipation:

Show history

Occurrence in study plans

Academic yearProgrammeField of studySpec.ZaměřeníFormStudy language Tut. centreYearWSType of duty
2009/2010 (B3646) Geodesy and Cartography (3646R006) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2009/2010 (B3646) Geodesy and Cartography (3646R006) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2009/2010 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 1 Compulsory study plan
2009/2010 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 1 Compulsory study plan
2008/2009 (B3646) Geodesy and Cartography (3646R006) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2008/2009 (B3646) Geodesy and Cartography (3646R006) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2008/2009 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 1 Compulsory study plan
2008/2009 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 1 Compulsory study plan
2007/2008 (B3646) Geodesy and Cartography (3646R006) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2007/2008 (B3646) Geodesy and Cartography (3646R006) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2007/2008 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 1 Compulsory study plan
2007/2008 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 1 Compulsory study plan
2006/2007 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 1 Compulsory study plan
2006/2007 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 1 Compulsory study plan

Occurrence in special blocks

Block nameAcademic yearForm of studyStudy language YearWSType of blockBlock owner