Datamining

Garant předmětu:

Lecturer:

Ondřej Smíšek

Tutor:

Ondřej Smíšek

Supervisor:

Department Děčín

Synopsis:

Types of data sources and knowledge, data warehouses and OLAP technology for data mining, data preprocessing in the process of knowledge acquisition systems for data mining, mining characteristics of concepts (classes), mining association rules from relational db. and data warehousing, classification (decisions tree, Bayesian cob., using neural networks). Prediction. Cluster analysis. Mining in complex structured data, multimedia dbf., www.

Requirements:

database structure, database normalization, querying, SQL, data types, basic knowledge of information systems

Syllabus of lectures:

Syllabus of tutorials:

Study Objective:

Acquisition of knowledge in the following fields - knowledge acquisition from different data sources, procedure of knowledge acquisition from data, tools used at this process.

Study materials:

Daniel T. Larose: Discovering Knowledge in Data: An Introduction to Data Mining, 2005, John Wiley & Sons, Inc., ISBN: 9780471

Han, J., Kamber, M.: Data Mining: Concepts and Techniques. Morgan Kaufmann Publishers, 2006

Berka, P.: Dobývání znalostí z databází. Academia, 2003, 366 s., ISBN 80-200-1062-9.

Note:

Time-table for winter semester 2023/2024:

Time-table is not available yet

Time-table for summer semester 2023/2024:

Time-table is not available yet

The course is a part of the following study plans:

• KOMBI bak. studium od 15-16 (obor LOG) (compulsory course)
• KOMBI bak. studium od 16-17 (obor LOG) (compulsory course)
• PRE bak. studium oboru LOG rozřazení v 16-17 (compulsory course)
• KOMBI bak. studium (obor LOG) začátek studia od 16-17, skok do 2.r. (compulsory course)
• KOMBI bak. studium od 17-18 (obor LOG) (compulsory course)
• KOMBI bak. studium od 17-18 (obor LOG) uznány předměty (compulsory course)
• KOMBI bak. studium od 18-19 (obor LOG) (compulsory course)
• PRE bak. studium oboru LOG rozřazení v 18-19 (compulsory course)
• KOMBI bak. studium od 19-20 (obor LOG) (compulsory course)
• KOMBI bak. studium od 19-20 (obor LOG), skok do 2.r. (compulsory course)
• KOMBI bak. studium od 19-20 (obor LOG), skok do 3.r. (compulsory course)
• KOMBI bak. studium od 20-21 (specializace LOG, ne obor) (compulsory course)
• KOMBI bak. studium od 18-19 (obor LOG) skok z 2.r. do 3.r. (compulsory course)
• KOMBI bak. studium od 20-21 (obor LOG), skok do 3.r. (compulsory course)
• KOMBI bak. studium od 20-21 (obor LOG), skok do 2.r. (compulsory course)
• KOMBI bak. studium od 21-22 (specializace LOG, ne obor) (compulsory course)
• KOMBI bak. studium od 21-22 (obor LOG), skok do 3.r. (compulsory course)
• KOMBI bak. studium od 22-23 (specializace LOG), skok do 3.r. (compulsory course)