Way of Data, The: From Technology to Applications

Contents
Preface
About the Authors
Chapter 1 Getting to Know Big Data
	What Is Big Data
		The definition of big data
		Talking with big data
		China’s strategies for developing big data
			Foreign strategies for developing big data
	The Source of Big Data
		By the subject that generates the data
		By the sectors of the data
		By forms of data storage
	The Six Characteristics of Big Data
		Large volume
		Wide variety
		Fast speed
		High value
		Variability
		Complexity
	From the Internet of Things to Artificial Intelligence
		Internet of Things
		Cloud computing
		Big data
		Artificial intelligence
Chapter 2 The “Tao” and “Art” of Big Data
	The Prototype: The “Fourth Paradigm” of Scientific Research
		What is the fourth paradigm of scientific research?
		Characteristics of the fourth paradigm
	Breaking Out of the Shell: McKinsey Predicts the Arrival of “Big Data”
	Rise: Cloud Computing Creates Technical Prerequisites for Big Data
	Frontier: From the Wild Growth to the Era of Gaming
	From “Data” to “Intelligence”
		From data to information
		From information to knowledge
	From Knowledge to Wisdom
	“Extensive Reading” and “Profound Thinking”
	Empowering Big Data with Big Wisdom
Chapter 3 Big Data Processing System
	Basic Concepts of Big Data Processing
	Big Data Processing
		Big data collection
		Big data pre-processing
		Big data storage and management
		Big data analysis and mining
		Big data display and application
	Big Data Processing Model
		Relational model
		Graph model
		Stream model
		Parallel decomposition model
	Typical Big Data Processing Systems
	Hadoop
		How to understand Hadoop
		Hadoop architecture
		Hadoop application fields
		Spark
		Why we need Spark
		Spark distributed computing process
		Spark application cases
	Big Data Storage
		Big data needs big storage
		Petabyte-level big data storage
		Row storage and column storage
Chapter 4 Big Data Management
	The History of Data Management
		Manual management stage
		File management stage
		Database management stage
	Big Data Management Approach
		Big data backup
		Big data update
		Big data authorization
		Big data index
		Data normalization
		Data engineering
		Data cleaning
		Data maintenance
	Data Integration
		Issues involved in data integration
		Data integration application
	Big Data Privacy Management
		Big data privacy applications
		Personal data protection system
		Goals of big data privacy management
Chapter 5 Big Data Analysis Methods
	Data Analysis Process
		Problem definition
		Data collection
		Data preprocessing
		Data visualization and report writing
	Key Data Analysis Methods
		Classification analysis
		Cluster analysis
		Correlation analysis
	Big Data Visualization
		Statistical chart visualization method
			Column chart
			Bar chart
			Line chart
			Pie chart
			Scatter plot
			Radar chart
		Typical visualization tools
Chapter 6 Big Data Empowers Smart Government Affairs
	Smart Government Starts with Big Data
	How to Carry Out the Construction of Smart Government Affairs
		The construction of e-government system
		Promote data sharing among multiple departments
		Building a government system with smart functions
	Smart Government Application Direction
		Data-driven smart office
			Improve office efficiency
			Refinement of office management
			Coordination of government affairs
			High-level public participation
			Personalized intelligent service
		Data-based scientific decision-making
		Intelligent supervision for long-term anti-corruption
			Promote the transparency of the government affairs environment
			Promote the electronization of government functions to reduce corruption rates
			Promote barrier-free information transmission to reduce corruption
	Big Data and Government Governance
		Case 1: Shenzhen Bao’an District Smart Government Service Platform
		Case 2: Yan’an 12345 Smart Government Service Platform
	Future Development Path
		Strengthen the top-level planning and design of smart government affairs
		Implement the construction tenet of “serving the people”
		Promoting a change in the thinking of governance
Chapter 7 Big Data Boosts Economic Growth
	Accurate and Targeted Investment Promotion
		Gathering big data for investment promotion
		Explore the investment target
		Implementation of investment promotion channels
	Industry Transformation and Intelligent Manufacturing
	Data Drainage and Service Upgrade
	Risk Control and Smart Finance
		The application direction of big data in smart finance
			Financial anti-fraud and analytics
			Build a more comprehensive credit evaluation system
			High-frequency trading and algorithmic trading
			Public opinion analysis of products and services
		Customer risk control
	Targeted and Personalized Poverty Alleviation
		Set targeted poverty alleviation goals based on big data analysis
		Accurate targeting of poverty alleviation based on big data analysis
		Accurately help the poor based on big data analysis
		Evaluation of poverty alleviation effect based on big data analysis
Chapter 8 Big Data Serves People’s Livelihood and Welfare
	Law and Order Under the Protection of Big Data
		Integrate data resources for unified analysis and judgment
		Integrate departmental strength for unified scheduling and processing
	Smart Transportation with Artificial Intelligence
		Intelligent road condition analysis to improve road efficiency
		Intelligent behavior analysis facilitates illegal monitoring
		Intelligent research and analysis to provide decision-making basis
	Big Data Environmental Protection for Grid Monitoring
		Big data and environmental monitoring
			Big data and air monitoring
			Big data and earthquake monitoring
		Big data and environmental management
	Smart Healthcare Supported by Big Data and Artificial Intelligence
		Integrating medical resources with a three-dimensional database
		AI diagnosis based on medical big data
	Big Data and Education
		“Deep Internet + artificial intelligence” calls for Education 3.0
		Big data + AI empowering education
			Teaching
			Studying
			Evaluation
			Management
Chapter 9 See the Future and Take the Lead
	The Rise of Big Data in China
		Overview of the development of big data in various places
		Opportunities brought by the development of big data
	Big Data Opens Up New Paths for National Governance
	The Direction of Breaking Through the Bottleneck of Big Data Development
		Emphasize security protection and ensure the big data security
		Research and develop key technologies to develop the big data industry
		Innovative training mode to cultivate big data talents
	Big Data Will Emerge with AI
		Big data provides “nutrition” for AI
		AI boosts deep application of big data
		Opportunities and challenges for humans under the AI wave
	The Internet of Everything Enters the Age of Pandora
		What is the Internet of Everything?
		The development trend of the Internet of Everything
	Promote the Innovation and Development of the Big Data Technology Industry
		Strengthen the construction of industrial ecological system
		Support the development of local big data industry
		Explore and strengthen industry management
		Strengthen core technology innovation
		Promote the development of the real economy
	Big Data Talent Training
Index