SGN-43006 Knowledge Mining and Big Data, 5 cr
Lisätiedot
Lectures in English
Suitable for postgraduate studies.
Vastuuhenkilö
Ari Visa
Opetus
| Toteutuskerta | Periodi | Vastuuhenkilö | Suoritusvaatimukset |
| SGN-43006 2019-01 | 4 |
Ari Visa |
Assignment and final examination. |
Osaamistavoitteet
Learning outcomes: The student can describe the difference between data and knowledge mining. The student can list and describe OLAP, association, predictive modeling, modeling, regression analysis and cluster analysis. The student can analyse the own problem and apply the lectured method on it. The student is capable to analyse the proposed solutions.
Sisältö
| Sisältö | Ydinsisältö | Täydentävä tietämys | Erityistietämys |
| 1. | Concept Description | Data preprocessing Data Generalization Summarization-Based Characterization Analyzing of Attribute Relevance | |
| 2. | Mining Association Rules | Mining Single-Dimensional Boolean Association Rules, and Multilevel Association Rules, and Multidimensional Association Rules Correlation Analysis | |
| 3. | Descriptive Models | Cluster Analysis Describing Data by Probability Distributions and Densities | Parametric models Nonparametric models |
| 4. | Predictive Models | Regression models Stochastic models Predictive models for classification Models for structured data |
Ohjeita opiskelijalle osaamisen tasojen saavuttamiseksi
The examination is based on the final exam and an exercise work. The grading of the execise work is pass/fail.
Arvosteluasteikko:
Numerical evaluation scale (0-5)
Osasuoritukset:
Oppimateriaali
| Tyyppi | Nimi | Tekijä | ISBN | URL | Lisätiedot | Tenttimateriaali |
| Book | "Data Mining: Concepts and Techniques" | Jiawei Han & Micheline Kamber | Morgan Kaufmann Publisher, 2000 | Yes | ||
| Book | "Principles of Data Mining" | David J. Hand, Heikki Mannila and Padhraic Smyth | MIT Press, 2000 | Yes |
Tietoa esitietovaatimuksista
It is adviceable to have some programming knowledge.
Vastaavuudet
| Opintojakso | Vastaa opintojaksoa | Selite |
| SGN-43006 Knowledge Mining and Big Data, 5 cr | SGN-5306 Knowledge Mining, 3 cr |