Data Mining and Data Warehousing

Module Code Semester Type Hours Labaratories / Seminars ECTS Instructors
Data Mining and Data Warehousing ΗΥ380  8 Specialisation I.S.  4 -
4
Mylonas Ph. - Kermanidou K.
 
Description:
Data Warehouses. Introduction to Knowledge extraction. Methodologies and Algorithms. Data Mining. Predictive and Descriptive approaches to Data Mining. Association Rules. Classification. Decision trees. k-Nearest Neighbors. Stochastic classification. Naive Bayes. Bayes Networks. Clustering. k-Means. Meta-learning. Data Warehouses and OLAP Technology. Data pre-processing. Filtering. Feature selection. Visualization. Evaluation. Time-series analysis.
Bibliography:
  1. "DATA MINING", Margaret H. Dunham, Εκδόσεις ΝΕΩΝ ΤΕΧΝΟΛΟΓΙΩΝ, ISBN 960-8105-72-2, 2004
  2. "Εισαγωγή στην Εξόρυξη Δεδομένων και τις Αποθήκες Δεδομένων", Αλ. Νανόπουλος, Γ. Μανωλόπουλος, Εκδόσεις ΝΕΩΝ ΤΕΧΝΟΛΟΓΙΩΝ, ISBN 978-960-6759-17-8, 2008
 
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