Data Mining A Knowledge Discovery Approach

Data Mining And Knowledge Discovery Process.- The Knowledge Discovery Process.- Data Understanding.- Data.- Concepts Of Learning, Classification, And Regression.- Knowledge Representation.- Data Preprocessing.- Databases, Data Warehouses, And Olap.- Feature Extraction And Selection Methods.- Discretization Methods.- Data Mining: Methods For Constructing Data Models.- Unsupervised Learning: Clustering.- Unsupervised Learning: Association Rules.- Supervised Learning: Statistical Methods.- Supervised Learning: Decision Trees, Rule Algorithms, And Their Hybrids.- Supervised Learning: Neural Networks.- Text Mining.- Data Models Assessment.- Assessment Of Data Models.- Data Security And Privacy Issues.- Data Security, Privacy And Data Mining.