Data Warehousing and Data Mining

Few important topics have covered from Data Warehousing and Data Mining which are given below:

• What is Data Mining
• Architecture of Data Mining
• Relational Databases
• Definition of Transaction Database
• Definition of Multimedia Databases
• Data Mining Functionalities
• Classification
• Classification of Data Mining Systems
• Major Issues in Data Mining
• Data Warehouse
• Basic Algorithm for Learning Decision Trees
• Prediction
• Concept Hierarchies
• Presentation and Visualization of discovered patterns
• Interestingness Measures
• Task-relevant Data
• Discretization and Concept Hierarchy Generation
• Histograms
• Numerosity Reduction
• Data Reduction
• Entity Identification Problem
• Data Cleaning for Missing Values
• Virtual Warehouse
• Process of Data Warehouse Design
• Difference between a Data Warehouse and a Data Mart
• Logical Dimensions
• Multi-dimensional Data Storage in Analytic Workspaces
• Use of Data Warehouse in Organisations
• Tree Pruning
• Naive Bayes Classifier
• How Effective are Bayesian Classifiers?