470-8542/01 – Special Methods of Data Analysis (SMAD)

Gurantor departmentDepartment of Applied MathematicsCredits5
Subject guarantorprof. Ing. Radim Briš, CSc.Subject version guarantorprof. Ing. Radim Briš, CSc.
Study levelundergraduate or graduateRequirementCompulsory
Year2Semesterwinter
Study languageCzech
Year of introduction2010/2011Year of cancellation
Intended for the facultiesFEI, HGF, FSIntended for study typesFollow-up Master, Master
Instruction secured by
LoginNameTuitorTeacher giving lectures
BER0061 Ing. Michal Béreš
BRI10 prof. Ing. Radim Briš, CSc.
LIT40 Ing. Martina Litschmannová, Ph.D.
Extent of instruction for forms of study
Form of studyWay of compl.Extent
Full-time Credit and Examination 2+2
Combined Credit and Examination 12+0

Subject aims expressed by acquired skills and competences

This subject could be considered a multidisciplinary subject in between statistics and informatics. Its aim is to expand basic knowledge of statistical methods acquired by students within the scope of the subject 541-0181 / 01 - Statistics and / or 548-0093 / 01 - Quantitative methods in geography, especially about advanced statistical methods used in technical practice combined with special computer-based procedures. After passing the subject students should be able to effectively evaluate their own data and choose a suitable method for the creating a data model. They should be able to verify usability of the data model and they should be know how to interpret results in connection with the practical focus of the task.

Teaching methods

Lectures
Project work

Summary

Computer-based data processing requires their users to be able to analyze complex problems. This subject is a combination of lectures and computer-based practical, whereby theory is firmly placed into practice. In contrast to classical mathematical statistics, emphasis is placed not on particular methods but on their appropriate combinations, enabling the assessment of data quality, the selection of a suitable statistical model, its verification and the interpretation of the results with respect to the goal of data analysis. The learning is centered around focusing more on conceptual understanding of key concepts, and statistical thinking, and less on formulas and calculations, which can now be left to PCs. Statistical skills enable students to intelligently collect, analyze and interpret data relevant to their decision-making.

Compulsory literature:

Briš R., Probability and Statistics for Engineers, 2011, electronics script, Project CZ.1.07/2.2.00/15.0132. Dostupné z http://homel.vsb.cz/~bri10/Teaching/Prob%20&%20Stat.pdf Dummer R.M.; Introduction to Statistical Science, script of VŠB-TUO FEI, 1998, ISBN 80-7078-497-0

Recommended literature:

Briš R., Probability and Statistics for Engineers, 2011, electronics script, Project CZ.1.07/2.2.00/15.0132. Dostupné z http://homel.vsb.cz/~bri10/Teaching/Prob%20&%20Stat.pdf James.L.Johnson; Probability and Statistics for Computer Science, Wiley 2003, ISBN 0-471-32672-0

Way of continuous check of knowledge in the course of semester

Semestral project (max. 11 points) Tests (max. 22 points)

E-learning

Další požadavky na studenta

Semestral project (max. 11 points) Tests (max. 22 points)

Prerequisities

Subject has no prerequisities.

Co-requisities

Subject has no co-requisities.

Subject syllabus:

Exploratory data analysis, types of variables, Exploratory analysis of single discrete and continuous variables, summarization of distributions. Statistical inference. Point and interval estimation, hypothesis testing, pure significance tests, p-values, two sample tests, paired difference tests. One factor analysis of variance, ANOVA table, multiple comparisons, post hoc analysis. ANOVA for two factors. Linear regression models, least squares estimation of)parameters and properties of the estimates. Multiple regression models.

Conditions for subject completion

Combined form (validity from: 2011/2012 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  15
        Examination Examination 67  18
Mandatory attendence parzicipation:

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Occurrence in study plans

Academic yearProgrammeField of studySpec.FormStudy language Tut. centreYearWSType of duty
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2018/2019 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2018/2019 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2017/2018 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2017/2018 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2016/2017 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2016/2017 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2015/2016 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2015/2016 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2014/2015 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2014/2015 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2013/2014 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2013/2014 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2012/2013 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (10) P Czech Ostrava 2 Compulsory study plan
2012/2013 (N3646) Geodesy and Cartography (3602T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
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2012/2013 (N3646) Geodesy and Cartography (3602T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2012/2013 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics K Czech Ostrava 2 Compulsory study plan
2012/2013 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 2 Compulsory study plan
2012/2013 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 2 Compulsory study plan
2012/2013 (N3654) Geodesy, Cartography and Geoinformatics (3608T002) Geoinformatics P Czech Ostrava 2 Compulsory study plan
2011/2012 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (10) P Czech Ostrava 2 Compulsory study plan
2011/2012 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 2 Compulsory study plan
2011/2012 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (10) K Czech Ostrava 2 Compulsory study plan
2011/2012 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 2 Compulsory study plan
2010/2011 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (10) P Czech Ostrava 2 Compulsory study plan
2010/2011 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) P Czech Ostrava 2 Compulsory study plan
2010/2011 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (10) K Czech Ostrava 2 Compulsory study plan
2010/2011 (N3646) Geodesy and Cartography (3602T002) Geoinformatics (20) K Czech Ostrava 2 Compulsory study plan
2010/2011 (N2647) Information and Communication Technology (2612T025) Computer Science and Technology (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (B2649) Electrical Engineering (2601R004) Measurement and Control Engineering (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (B2649) Electrical Engineering (2602R014) Applied and Commercial Electronics (01) Exchange Students P Czech Ostrava Optional study plan
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2010/2011 (B2647) Information and Communication Technology (2601R013) Telecommunication Technology (01) Exchange Students P Czech Ostrava Optional study plan
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2010/2011 (B2647) Information and Communication Technology (2612R059) Mobile Technology (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2647) Information and Communication Technology (1103T031) Computational Mathematics (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2647) Information and Communication Technology (2601T013) Telecommunication Technology (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2647) Information and Communication Technology (2612T059) Mobile Technology (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2649) Electrical Engineering (2601T004) Measurement and Control Engineering (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2649) Electrical Engineering (2612T015) Electronics (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2649) Electrical Engineering (3901T009) Biomedical Engineering (01) Exchange Students P Czech Ostrava Optional study plan
2010/2011 (N2649) Electrical Engineering (3907T001) Electrical Power Engineering (01) Exchange Students P Czech Ostrava Optional study plan

Occurrence in special blocks

Block nameAcademic yearForm of studyStudy language YearWSType of blockBlock owner
V - ECTS - mgr. 2014/2015 Full-time Czech Optional 401 - Study Office stu. block
V - ECTS - mgr. 2013/2014 Full-time Czech Optional 401 - Study Office stu. block
V - ECTS - mgr. 2012/2013 Full-time Czech Optional 401 - Study Office stu. block
V - ECTS - mgr. 2011/2012 Full-time Czech Optional 401 - Study Office stu. block