#1
February 4th, 2016, 04:17 PM
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Data Warehouse Data Mining
Hello Buddy , I Need to Data Warehousing And Data Mining Course Syllabus of Anna University , Can you please Provide me Same ?
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#2
February 4th, 2016, 04:17 PM
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Re: Data Warehouse Data Mining
Friend On your Asking Here I am Providing Data Warehousing And Data Mining Course Syllabus of Anna University : UNIT I DATA WAREHOUSING Data warehousing Components –Building a Data warehouse –- Mapping the Data Warehouse to a Multiprocessor Architecture – DBMS Schemas for Decision Support – Data Extraction, Cleanup, and Transformation Tools –Metadata. UNIT II BUSINESS ANALYSIS Reporting and Query tools and Applications – Tool Categories – The Need for Applications – Cognos Impromptu – Online Analytical Processing (OLAP) – Need – Multidimensional Data Model – OLAP Guidelines – Multidimensional versus Multirelational OLAP – Categories of Tools – OLAP Tools and the Internet. UNIT III DATA MINING Introduction – Data – Types of Data – Data Mining Functionalities – Interestingness of Patterns – Classification of Data Mining Systems – Data Mining Task Primitives – Integration of a Data Mining System with a Data Warehouse – Issues –Data Preprocessing. UNIT IV ASSOCIATION RULE MINING AND CLASSIFICATION 11 Mining Frequent Patterns, Associations and Correlations – Mining Methods – Mining Various Kinds of Association Rules – Correlation Analysis – Constraint Based Association Mining – Classification and Prediction - Basic Concepts - Decision Tree Induction - Bayesian Classification – Rule Based Classification – Classification by Backpropagation – Support Vector Machines – Associative Classification – Lazy Learners – Other Classification Methods - Prediction UNIT V CLUSTERING AND APPLICATIONS AND TRENDS IN DATA MINING 8 Cluster Analysis - Types of Data – Categorization of Major Clustering Methods - K- means – Partitioning Methods – Hierarchical Methods - Density-Based Methods –Grid Based Methods – Model-Based Clustering Methods – Clustering High Dimensional Data - Constraint – Based Cluster Analysis – Outlier Analysis – Data Mining Applications. Total: 45 Periods Text Books: Alex Berson and Stephen J. Smith, “ Data Warehousing, Data Mining & OLAP”, Tata McGraw – Hill Edition, Tenth Reprint 2007 Jiawei Han and Micheline Kamber, “Data Mining Concepts and Techniques”, Second Edition, Elsevier, 2007 Contact Details : 044-2235 7300/2235 Address : Anna University, Kotturpuram Chennai, Tamil Nadu |