notes For RGPV Bhopal CBCS CBGS Students

  • Data Mining (CS-8003)

    Data Mining (CS-8003) RGPV notes CBGS Bachelor of engineering

    Syllabus

    UNIT 1:
    Introduction, to Data warehousing, needs for developing data Warehouse, Data warehouse systems and its Components, Design of Data Warehouse, Dimension and Measures, Data Marts:-Dependent Data Marts, Independents Data Marts & Distributed Data Marts, Conceptual Modeling of Data Warehouses:-Star Schema, Snowflake Schema, Fact Constellations. Multidimensional Data Model & Aggregates.

    UNIT 2:
    OLAP, Characteristics of OLAP System, Motivation for using OLAP, Multidimensional View and Data Cube, Data Cube Implementations, Data Cube Operations, Guidelines for OLAP Implementation, Difference between OLAP & OLTP, OLAP Servers:- ROLAP, MOLAP, HOLAP Queries.

    UNIT 3:
    Introduction to Data Mining, Knowledge Discovery, Data Mining Functionalities, Data Mining System categorization and its Issues. Data Processing :- Data Cleaning, Data Integration and Transformation. Data Reduction, Data Mining Statistics. Guidelines for Successful Data Mining.

    UNIT 4:
    Association Rule Mining:-Introduction, Basic, The Task and a Naïve Algorithm, Apriori Algorithms, Improving the efficiency of the Apriori Algorithm, Apriori-Tid, Direct Hasing and Pruning(DHP),Dynamic Itemset Counting (DIC), Mining Frequent Patterns without Candidate Generation(FP-Growth),Performance Evaluation of Algorithms,.

    UNIT 5:
    Classification:-Introduction, Decision Tree, The Tree Induction Algorithm, Split Algorithms Based on Information Theory, Split Algorithm Based on the Gini Index, Overfitting and Pruning, Decision Trees Rules, Naïve Bayes Method. Cluster Analysis:- Introduction, Desired Features of Cluster Analysis, Types of Cluster Analysis Methods:- Partitional Methods, Hierarchical Methods, Density- Based Methods, Dealing with Large Databases. Quality and Validity of Cluster Analysis Methods.


    NOTES


    Books Recommended

    1. Berson: Data Warehousing & Data Mining &OLAP , TMH
    2. Jiawei Han and Micheline Kamber, Data Mining Concepts & Techniques, Elsevier Pub.
    3. Arun.K.Pujari, Data Mining Techniques, University Press.
    4. N.P Gopalan: Data Mining Technique & Trend, PHI
    5. Hand, Mannila & Smith: Principle of Data Mining, PHI
    6. Tan, Introduction to Data Mining, Pearson Pub.


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