Data Visualization Techniques - NDBI042

• Title: Techniky vizualizace dat
• Guaranteed by: Department of Software Engineering (32-KSI)
• Faculty: Faculty of Mathematics and Physics
• Actual: from 2020
• Semester: summer
• E-Credits: 4
• Hours per week, examination: summer s.:2/1, C+Ex [HT]
• Capacity: unlimited
• Min. number of students: unlimited
• 4EU+: no
• Virtual mobility / capacity: no
• State of the course: taught
• Language: Czech
• Teaching methods: full-time
• Guarantor: doc. RNDr. David Hoksza, Ph.D.
• Teacher(s): doc. RNDr. David Hoksza, Ph.D.
• Classification: Informatics > Informatics, Software Applications, Computer Graphics and Geometry, Database Systems, Didactics of Informatics, Discrete Mathematics, External Subjects, General Subjects, Computer and Formal Linguistics, Optimalization, Programming, Software Engineering, Theoretical Computer Science

Annotation

English

In many domains, data visualization is an integral part of the analysis of various data sets. Students will get acquainted with the main principles of visual perception and their impact on the process of creation of visualizations. Furthermore, the course covers basic types of visualizations, visualization on the web, dimension reduction techniques and approaches to graph data visualization.

Last update: Zavoral Filip, RNDr., Ph.D. (12.05.2022)

Czech

Vizualizace dat je v mnoha oblastech nedílnou součástí analýz různých souborů dat. Studenti se seznámí s hlavními principy vizuálního vnímání a jejich vlivem na tvorbu vizualizací. Dále pak předmět pokrývá základní typy vizualizací, vizualizaci na webu, techniky redukce dimenze a přístupy k vizualizaci grafových dat.

Last update: Zavoral Filip, RNDr., Ph.D. (12.05.2022)

Course completion requirements

English

Written exam to the extent covered by the syllabus.

Attendance at tutorials and semester projects.

Last update: Hoksza David, doc. RNDr., Ph.D. (05.02.2024)

Czech

Písemný test v rozsahu znalostí podle sylabu.

Účast na cvičeních a semestrální projekt.

Last update: Hoksza David, doc. RNDr., Ph.D. (05.02.2024)

Literature

Edward R. Tufte: The Visual Display of Quantitative Information; Graphics Pr; 2nd edition

Edward R. Tufte: Envisioning Information; Graphics Pr

Last update: T_KSI (14.05.2014)

Syllabus

English

• Introduction to data representation and visualization

• Visualization types and principles

• Data visualization on the Web

• Multi-dimensional data visualization - PCA

• Multi-dimensional scaling

• Graph data visualization

Last update: Hoksza David, doc. RNDr., Ph.D. (31.01.2022)

Czech

• Úvod do reprezentace a vizualizace dat

• Principy a typy vizualizací

• Vizualizace dat na webu

• Vizualizace multidimenzionálních dat (PCA, MDS, t-SNE, UMAP)

• Vizualizace síťových dat

Last update: Hoksza David, doc. RNDr., Ph.D. (31.01.2022)