Methods of data reduction, machine learning, data preprocessing, etc.
Data Analysis
| Type of study | Doctoral |
|---|---|
| Language of instruction | English |
| Code | 460-6016/02 |
| Abbreviation | AD |
| Course title | Data Analysis |
| Credits | 10 |
| Coordinating department | Department of Computer Science |
| Course coordinator | prof. RNDr. Václav Snášel, CSc. |
Subject syllabus
Literature
Trevor Hastie, Robert Tibshirani, Jerome Friedman. The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Springer, 2009.
Claudio Carpineto, Giovanni Romano. Concept Data Analysis: Theory and Applications,Wiley, 2004.
Claudio Carpineto, Giovanni Romano. Concept Data Analysis: Theory and Applications,Wiley, 2004.
Advised literature
Bing Liu. Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data, Springer, 2009.
David Skillicorn. Understanding Complex Datasets: Data Mining with Matrix Decompositions, Chapman & Hall, 2007.
Pang-Ning Tan, Michael Steinbach, Vipin Kumar. Introduction to Data Mining, Addison Wesley, 2005.
David Skillicorn. Understanding Complex Datasets: Data Mining with Matrix Decompositions, Chapman & Hall, 2007.
Pang-Ning Tan, Michael Steinbach, Vipin Kumar. Introduction to Data Mining, Addison Wesley, 2005.