## Course Schedule 2013

There are two weekly lectures: tuesday 9.00-10.45 hrs and thursday 15.15-17.00 hrs. Furthermore, there are computer lab sessions in which we practice with R, and work on the practical assignments. These sessions take place on thursday 13.15-15.00 hrs. In the schedule below, lecture 38A is the lecture on tuesday in week 38, 38B is the lecture on thursday in week 38, and 38C is the computer lab session in week 38. The first lecture is on tuesday, september 10th. The first computer lab session is on thursday, september 19th.

Lecture | Subject/Slides | Literature |
---|---|---|

37A | Introduction (Slides) | A. Feelders et al.: Methodological and Practical Aspects of Data Mining |

37B | Classification Trees (1) (Slides) | Lecture Notes on Classification Trees |

38A | No lecture | |

38C | Computer Lab: Work on assignment 1 | |

38B | Classification Trees (2) (Slides) | Lecture Notes on Classification Trees |

39A | Excercise Class Classification Trees | Exercises (Solutions) |

39C | Computer Lab: Work on assignment 1 | |

39B | Graphical Models (1) (Slides) | Lecture Notes on Graphical Models |

40A | Graphical Models (2) (Slides) | Lecture Notes on Graphical Models |

40C | Computer Lab: Work on assignment 1 | |

40B | Graphical Models/Exercise class | Exercises (Quantiles of the Chi-square distribution) (Solutions) |

41A | Frequent Itemset Mining (Slides) | Lecture Notes on Frequent Item set Mining |

41C | Computer Lab: Work on assignment 1 | |

41B | Frequent Tree Mining (Slides) (Worked example) |
Slides and Worked example |

42A | Exercise class frequent pattern mining | Exercises (Solutions) |

42C | Computer Lab: Work on assignment 2 | |

42B | Bayesian Networks (1) (Slides) | Lecture Notes on Bayesian Networks |

43A | Bayesian Networks (2) (Slides) | Lecture Notes on Bayesian Networks Exercises (Solutions) |

43C | Computer Lab: Work on assignment 2 | |

43B | Bayesian network classifiers (Slides) | Article Friedman et al. |

44A | Subgroup Discovery (Slides) | Lecture Notes on Bump Hunting |

44C | Computer Lab: Work on assignment 2 | |

44B | Mining (Social) Network Data (Slides) | Just the Slides |