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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