Knowledge discovery in data sets
Symbolic and numeric methods of discovering structural patterns in data sets. Symbolic knowledge discovery: concepts, examples and attributes. Preparing the input data sets. Output knowledge representation. Knowledge discovery algorithms. Evaluation of results. Fundamentals of statistical data handling and graphical representation. Prediction, grouping and classification using multivariate techniques. Application in business, engineering, and medicine domain.
Postgraduate doctoral study programme
Jiawei Han, Micheline Kamber, Jian Pei (2011.), Data Mining: Concepts and Techniques, 3rd edition, Morgan Kaufmann
Subhash Sharma (1995.), Applied multivariate techniques, John Wiley & Sons
Mark Hall, Ian W. Witten, Eibe Frank, Mark A. Hall, Christopher J. Pall (2017.), Data Mining, Practical Machine Learning Tools and Techniques, Morgan Kaufmann
L1 English Level