Acquisition of theoretical knowledge and practical skills in the field of data mining. Students understand
\nthe basic concepts, principles and methods of data mining and are able to apply various techniques of
\ndata mining implementation to solving real problems.<\/p>\n
The concept of data mining and areas of application. Connection with other areas of computer science –
\nmachine learning, databases, data analytics, statistics. Stages in a data mining project. Data preparation
\n– cleaning, transformation, reduction, discretszation and generation of concept hierarchy. Presentation of
\nknowledge. Attribute-oriented analysis. Data mining algorithms – association rules, classification,
\nprediction. Clustering. Advanced data mining techniques – text mining, Bayesian approach to text
\nclassification. Web mining – classification of web pages, knowledge extraction from web pages.<\/p>\n
Illustration of preparing data for processing on a selected real data set in a specialised development
\nenvironment for data mining. Overview of the data filtering, transformation and discretisation process.
\nDisplay of data visualisation in the selected development environment. Application of statistical
\ncalculations over a selected set of data. Illustrative examples of the use of association rules. Review of
\nrepresentative examples of data mining techniques: classification (decision tree), prediction and
\nclustering. Testing selected techniques. Development of a project with the application of various data
\nmining techniques on real data and extraction of the most accurate data model possible.<\/p>\n","protected":false},"excerpt":{"rendered":"
Objectives and outcomes Acquisition of theoretical knowledge and practical skills in the field of data mining. Students understand the basic concepts, principles and methods of data mining and are able to apply various techniques of … Read more<\/a><\/p>\n Read more<\/a>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[199],"tags":[],"class_list":["post-14038","post","type-post","status-publish","format-standard","hentry","category-subjects"],"acf":[],"yoast_head":"\n