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:

Completion parts must belong to the same implementation

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

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SGN-43006 Knowledge Mining and Big Data, 5 cr SGN-5306 Knowledge Mining, 3 cr  

Päivittäjä: Kunnari Jaana, 05.03.2019