Information package & Course catalogue

for academic year 2024/2025
Palacký University Olomouc

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Course: Data processing in DH 1

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Course title	Data processing in DH 1
Course code	KOL/DATA1
Organizational form of instruction	Lecture + Seminary
Level of course	Bachelor
Year of study	not specified
Semester	Winter and summer
Number of ECTS credits	5
Language of instruction	Czech
Status of course	Compulsory, Compulsory-optional
Form of instruction	Face-to-face
Work placements	This is not an internship
Recommended optional programme components	None

Lecturer(s)
Matlach Vladimír, Mgr. Ph.D.
Course content
Basic topics: univariate statistics descriptive statistics, sample, population and hypothesis testing basic data visualization (dot plots, histograms, box plots, etc.) and interpretation exploratory data analysis relation to quantitative linguistics Multivariate statistics: An introduction to the R language relationships between variables, redundancy, normalization measuring distances and similarities visualization of multivariate data (MDS, PCA, SVD, tSNE, etc.) clustering methods and applications (hierarchical clustering, k-means, DBSCAN, etc.) relation to natural language processing and text vector models relation to machine learning (k-NN methods, SVM, etc.) Issues of data mining and interpretation of results: Cognitive bias design of experiments practical examples
Learning activities and teaching methods
unspecified
Learning outcomes
The aim of the course is to prepare students to work with a variety of data and to be able to extract new information from this data that would otherwise be inaccessible. The course generally addresses the methods and pitfalls of analyzing any concrete or abstract objects described by one or more properties, with particular attention to practical applications. Students will also be introduced to the programming language R, in which they will solve concrete practical problems.
Prerequisites
unspecified
Assessment methods and criteria
unspecified Elaboration of the assigned project, its defense and test.
Recommended literature

Study plans that include the course

Faculty	Study plan (Version)	Category of Branch/Specialization	Recommended year of study	Recommended semester
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Lingvistics and Digital Humanities (2020)	Category: Philological sciences	2	Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2023)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Asian Studies, Specialization Indonesian Language and Culture (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): General Linguistics and Communication Theory (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2023)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2023)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Asian Studies (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Asian Studies, Specialization Vietnamese Language and Culture (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Lingvistics and Digital Humanities (2020)	Category: Philological sciences	2	Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2023)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Asian Studies, Specialization Korean Language and Culture (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): General Linguistics and Communication Theory (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Lingvistics and Digital Humanities (2020)	Category: Philological sciences	2	Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Arts	Study plan (Version): Asian Studies, Specialization Chinese Language and Culture (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Lingvistics and Digital Humanities (2020)	Category: Philological sciences	2	Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Arts	Study plan (Version): Lingvistics and Digital Humanities (2020)	Category: Philological sciences	2	Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Arts	Study plan (Version): Chinese Studies (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -
Faculty: Faculty of Arts	Study plan (Version): Asian Studies, Specialization Japanese Language and Culture (2019)	Category: Philological sciences	-	Recommended year of study:-, Recommended semester: -

Palacký University Olomouc, date of update: 01.05.2025 23:59. Data created for academic year 2024/2025