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    5 PEN PC TECHNOLOGY

    A Seminar

    Submitted in partial fulfillment of the requirements for theaward of the degree of

    BACHULOR OF TECHONOLOGY

    In

    COMPUTER SCIENCE & ENGINEERING

    By

    PRASANTH REDDY.B09691A0566

    Under the guidance of

    M.Sreedevi B.Tech., M.Tech., Ph.D.

    Associate Professor & H.O.D.

    Department of Computer Science & Engineering

    DEPARTMENT OF COMPUTER SCIENCE & ENGINEERING

    MADANAPALLI INSTITUTE OF TECHNOLOGY AND SCIENCE

    (Approved by AICTE, New Delhi and Affiliated to J.N.T.U, Anantapur)

    Madanapalle, Chittoor (Dist.), A.P.

    2011-2012

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    DEPARTMENT OF COMPUTER SCIENCE AND ENGINEERING

    BONAFIDE CERTIFICATE

    This is to certify that the thesis work entitled Discovering Distinct Behavior Using

    Sparse SocioDim, is a bonafide work carried out by Mohammed Imran(10691D5815)

    submitted in the partial fulfillment of the requirements for the award of the degree, Master

    of Technology in the stream of Computer Science and Engineering in Madanapalle

    Institute of Technology and Science, Madanapalle , affiliated to Jawaharlal Nehru

    Technological University Anantapur, Anantapur during the academic year 2011 -2012.

    GUIDE HEAD OF DEPARTMENT

    Dr.S.Murali Krishna, Dr.S.Murali Krishna,

    B.Tech.,M.Tech.,Ph.D. B.Tech.,M.Tech.,Ph.D.

    Professor & Head CSE,

    Submitted for the University examination held on:

    Internal Examiner External Examiner

    Ph.08571-280255,280590

    Fax:08571-280433

    MADANAPALLI INSTITUTE OF TECHNOLOGY AND SCIENCE

    An engineering College Sponsored by

    RATAKONDA RANGA REDDY EDUCATIONAL ACADEMY

    Approved by AICTE ,New Delhi and Affiliated to JNTU Anantapur

    P.B.No.14,Angallu,Madanapalli -517325,Chittoor District,A..P.

    www.mits.edu

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    ACKNOWLEDGEMENT

    I sincerely thank to the Management of Madanapalle Institute of

    Technology & Science, Madanapallefor providing excellent infrastructure and

    lab facilities that helped me to complete this project.

    I sincerely thankDr. K.SREENIVASA REDDY, Principal of our college

    for fostering an excellent academic environment and also for his suggestions

    during my project work.

    I am thankful toDr. S. MURALI KRISHNA, Guide & Head of Computer

    Science and Engineering Departmentfor his guidance, valuable suggestions and

    uninterrupted cooperation & support during my project work.

    I express my deep sense of gratitude toMr. M. V. JAGANNATHA REDDY

    and Mr.S.NAGESWARA RAO, Project Coordinators for their guidance and

    encouragement that helped me to complete this project.

    I also wish to place on record my gratefulness to otherfaculty of Computer

    Science and Engineering Departmentand also to ourfriendsfor their help and

    cooperation during my project work.

    Finally, a word of gratitude to ourfamily members who have been a

    constant source of encouragement and love.

    Mohammed Imran

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    DECLARATION

    I, Mohammed Imran(10691D5815) hereby declare that the thesis work entitled

    Discovering Distinct Behavior Using Sparse SocioDim is done by me under the

    guidance of Dr. S Murali Krishna B.Tech., M.Tech., Ph.D., submitted in partial fulfillment of the

    requirements for the award of degree of Master of Technology in Computer Science and

    Engineering at MADANAPALLE INSTITUTE OF TECHNOLOGY AND SCIENCE,

    Madanapalle affiliated to Jawaharlal Nehru Technological University Anantapur,

    Anantapur during the academic year 2011 -2012. This work has not been submitted by

    anybody towards the award of any degree.

    Date:

    Place: Signature of Student

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    TABLE OF CONTENTS

    CHAPTER NO. & NAME PG. NO.

    List of Figures I

    Abstract II

    CHAPTER 1: INTRODUCTION 01

    1.1 Introduction 01

    1.2 Area of Research 03

    1.3 Motivation 04

    1.4 Scope of the Project 05

    1.5 Organization of Thesis 06

    CHAPTER 2: LITERATURE SURVEY 07

    2.1 Social Dimension Extraction 08

    2.2 Discriminative Learning 09

    2.3 Chart Generation 09

    2.4 Additional Features 09

    2.5 Social Networks & Science 10

    2.6 Social networks and education 10

    2.7 Social networks and employment 10

    2.8 Potential for misuse 11

    2.9 Market Share 11

    CHAPTER 3: SYSTEM ANALYSIS 12

    3.1 General 13

    3.2 Collective Behavior 13

    3.3 Social Dimensions 14

    3.4 Feasibility Study 14

    3.5 Functional Requirements 15

    3.6 Non Functional Requirements 15

    3.7 Software & Hardware Requirements 16

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    CHAPTER NO. & NAME PG. NO.

    CHAPTER 4: DESIGN AND IMPLEMENTATION

    4.1 System Design 184.1.1 Unified Modeling Language 18

    4.1.2 Diagrams in UML 20

    4.2 Data Flow Analysis 28

    4.3 System Architecture 29

    4.4 Implementation 30

    4.4.1 Social Dimensions Extraction 30

    4.4.2 Discriminative Learning 31

    4.4.3 Generation 31

    CHAPTER 5: DESIGN AND IMPLEMENTATION

    5.1 Java 33

    5.1.1 Java Runtime Environment 34

    5.1.2 Servlets 35

    5.1.3 Jdbc 38

    5.1.4 Jdbc Architecture 38

    5.1.5 Two tier and Three tier Processing Models 38

    5.2 Oracle Database 41

    5.3 Mysql Database 42

    5.4 Software Testing 45

    CHAPTER 6: RESULTS AND SCREENSHOTS 49

    6.1 Number of Clusters & Datapoints 50

    6.2 Validation of Clusters & Datapoints 51

    6.3 Cluster Values 53

    6.4 Result Clusters 54

    6.5 Core Result 55

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    CHAPTER NO. & NAME PG. NO.

    CHAPTER 7: CONCLUSION AND FUTURE WORK 56

    7.1 Conclusion 57

    7.2 Future Work 57

    REFERENCES 58