Gurantor department | Department of Computer Science | Credits | 10 |

Subject guarantor | prof. RNDr. Václav Snášel, CSc. | Subject version guarantor | prof. RNDr. Václav Snášel, CSc. |

Study level | postgraduate | Requirement | Choice-compulsory |

Year | Semester | winter + summer | |

Study language | Czech | ||

Year of introduction | 2010/2011 | Year of cancellation | |

Intended for the faculties | USP, FEI | Intended for study types | Doctoral |

Instruction secured by | |||
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Login | Name | Tuitor | Teacher giving lectures |

SNA57 | prof. RNDr. Václav Snášel, CSc. | ||

ZEL01 | prof. Ing. Ivan Zelinka, Ph.D. |

Extent of instruction for forms of study | ||
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Form of study | Way of compl. | Extent |

Full-time | Examination | 28+0 |

Combined | Examination | 28+0 |

Goals of the course: data analysis

Individual consultations

The content of the subject is following: data reduction methods, machine learning, data pre-processing, xxploratory data analysis, statistical data mining approach, cluster analysis (hierarchical and k-means clustering), Bayesian rules, k-nearest neighbor algorithm, decision trees, factor analysis , self-organizing SOM maps, association and fuzzy rules, rough sets, methods of analyzing multi-dimensional data, time series analysis, PCA, ICA, NMF, SVD, tensor data, tensor reduction, model evaluation, visualization, conceptual unions, knowledge mining from databases.

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.

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.

Additional requirements for the student are not.

Subject has no prerequisities.

Subject has no co-requisities.

Methods of data reduction, machine learning, data preprocessing, etc.

Task name | Type of task | Max. number of points
(act. for subtasks) | Min. number of points |
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Examination | Examination |

Show history

Academic year | Programme | Field of study | Spec. | Form | Study language | Tut. centre | Year | W | S | Type of duty | |
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2019/2020 | (P0613D140005) Computer Science | P | Czech | Ostrava | Choice-compulsory type B | study plan | |||||

2019/2020 | (P0541D170005) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory type B | study plan | |||||

2019/2020 | (P0541D170005) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory type B | study plan | |||||

2019/2020 | (P0613D140005) Computer Science | K | Czech | Ostrava | Choice-compulsory type B | study plan | |||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2018/2019 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2018/2019 | (P2658) Computational Sciences | (2612V078) Computational Sciences | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2018/2019 | (P2658) Computational Sciences | (2612V078) Computational Sciences | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2017/2018 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2017/2018 | (P2658) Computational Sciences | (2612V078) Computational Sciences | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2017/2018 | (P2658) Computational Sciences | (2612V078) Computational Sciences | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2016/2017 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2016/2017 | (P2658) Computational Sciences | (2612V078) Computational Sciences | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2016/2017 | (P2658) Computational Sciences | (2612V078) Computational Sciences | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2015/2016 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2015/2016 | (P2658) Computational Sciences | (2612V078) Computational Sciences | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2015/2016 | (P2658) Computational Sciences | (2612V078) Computational Sciences | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2014/2015 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | English | Ostrava | Choice-compulsory | study plan | ||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2013/2014 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2012/2013 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2011/2012 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2010/2011 | (P2646) Information Technology | (1801V002) Computer Science and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2010/2011 | (P2646) Information Technology | (1801V002) Computer Science and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1801V001) Informatics | K | Czech | Ostrava | Choice-compulsory | study plan | ||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | P | Czech | Ostrava | Choice-compulsory | study plan | ||||

2010/2011 | (P1807) Computer Science, Communication Technology and Applied Mathematics | (1103V036) Computational and Applied Mathematics | K | Czech | Ostrava | Choice-compulsory | study plan |

Block name | Academic year | Form of study | Study language | Year | W | S | Type of block | Block owner |
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