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DWDM Complete pdf notes(material 2)
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Unit-1:
What is data mining,Essential step in the process of knowledge discovery in databases,Architecture of a typical data mining system/Major Components.
Unit-2:
What is Data Warehouse,Data Warehouse Introduction,Operational and informational Data,Operational Data,Informational Data,Data Warehouse Characteristics.
Unit-3:
Basic Concepts and a Road Map, Market – Basket analysis ,Frequent Itemsets, Closed Itemsets, and Association Rules ,Association Rule: Basic Concepts,Rule Measures: Support and Confidence .
Unit-4:
Classification and Prediction, Model Construction,Issues regarding classification and prediction,Evaluating Classification Methods, Predictive accuracy .
Unit-5:
Cluster Analysis,General Applications of Clustering ,Examples of Clustering Applications ,What Is Good Clustering,Requirements of Clustering in Data Mining .
Unit-6:
Mining Stream, Time-Series, and Sequence Data,Mining Data Streams ,Stream Data Applications ,Methodologies for Stream Data Processing.
Unit-7:
Mining Object, Spatial, Multimedia, Text, and Web Data,Multidimensional Analysis and Descriptive Mining of Complex Data Objects ,Generalization of Structured Data.
Unit-8:
Data Mining Applications,Biomedical Data Mining and DNA Analysis , Data Mining for Financial Data Analysis ,Financial Data Mining.
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