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A SURVEY ON BIG DATA TECHNOLOGY
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Table of contents
Table of Contents v
Abstract viii
CHAPTER ONE: INTRODUCTION 1
1.1 Background to the Study 1
1.2 Aim and Objective of the Study 3
1.3 Justification 3
1.4 Scope of the Study 4
1.5 Methodology/Research Procedure 4
1.6 Organization of the Study 4
CHAPTER TWO: LITERATURE REVIEW 6
2.1 Dawn of Big Data Era 6
2.2 Definition and Features of Big Data 8
2.3 Big data value 10
2.4 The Development of Big Data 12
2.5 Application of Big Data 15
2.5.1 Big Data in Commerce and Business 15
2.5.2. Big Data in Society Administration 17
2.5.3. Big Data in Scientific Research 18
CHAPTER THREE: MANAGEMENT OF BIG DATA AND RELATED TOOLS 21
3.1 Big Data Management 21
3.1.1 Management Tools 21
3.1.2 Hadoop. Hadoop 22
3.1.3 Limitations of Hadoop 32
3.2 Relationship between cloud computing and big data 34
3.3 Relationship between IoT and big data 36
3.4 Data center 37
CHAPTER FOUR 40
4.0 Life Cycle and Management of Data Using Technologies and
Terminologies of Big Data 40
4.1 Raw Data 42
4.2 Collection/Filtering/Classification 43
4.3 Data Analysis 43
4.3.1 Heterogeneity 44
4.3.2 Scalability 50
4.3.3 Accuracy 50
4.3.4 Complexity 50
4.4 Storing/Sharing/Publishing 52
4.5 Security 55
4.5.1 Privacy 55
4.5.2 Integrity 57
4.5.3 Availability 58
4.5.4 Confidentiality 59
4.6 Retrieve/Reuse/Discover 59
CHAPTER FIVE: SUMMARY, CONCLUSION AND RECOMMENDATIONS 61
5.1 Summary 61
5.2 Conclusion and Recommendation 62
REFERENCES 64
Abstract
It is already true that Big Data has drawn huge attention from researchers in information sciences, policy and decision makers in governments and enterprises. As the speed of information growth exceeds Moore’s Law at the beginning of this new century, excessive data is making great troubles to human beings. However, there are so much potential and highly useful values hidden in the huge volume of data.
A new scientific paradigm is born as data intensive scientific discovery (DISD), also known as Big Data problems. A large number of fields and sectors, ranging from economic and business activities to public administration, from national security to scientific researches in many areas, involve with Big Data problems.
On the one hand, Big Data is extremely valuable to produce productivity in businesses and evolutionary breakthroughs in scientific disciplines, which give us a lot of opportunities to make great progresses in many fields. There is no doubt that the future competitions in business productivity and technologies will surely converge into the Big Data explorations. On the other hand, Big Data also arises with many challenges, such as difficulties in data capture, data storage, data analysis and data visualization.
This study demonstrate a close-up view about Big Data, including Big Data applications, Big Data opportunities and challenges, as well as the state-of-the-art techniques and technologies that is currently adopt to deal with the Big Data problems. It also proposes a data life cycle that uses the technologies and terminologies of Big Data.
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