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书名 图数据使用指南(影印版)(英文版)
分类
作者 (美)丹尼斯·K.戈斯内尔//马蒂亚斯·布拉彻勒
出版社 东南大学出版社
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简介
内容推荐
图形数据缩小了人类和计算机看待世界的方式之间的差距。计算机依靠静态的数据行和列,而人们通过人际关系来导航和推理生活。这个实用指南演示了图形数据如何将这两种方法结合在一起。通过使用来自图论、数据库模式、分布式系统和数据分析的概念,您将到达一个独特的交集,即图思维。
本书作者Denise Koessler Gosnell和Matthias Broecheler向数据工程师、数据科学家和数据分析师展示了如何用图表数据库解决复杂问题。您将探索使用图技术构建的模板,以及演示团队如何在应用程序中考虑图数据的示例。
作者简介
丹尼斯·K.戈斯内尔,Denise Koessler Gosnell博士是DataStax的首席数据官。她建立了数十个与图论、图算法和图数据应用相关的流程并申请了专利。
目录
Preface
1.GraphThinking
Whv Now?Putting Database Technologies in Context
1960s一1980s:Hierarchical Data
1980s——2000s:Entity..Relationship
2000s一2020s:NoSQL
2020s一?:Graph
What Is Graph Thinking
Complex Problems and Complex Systems
Complex Problems in Business
Making Technology Decisions to Solve Complex Problems
So You Have Graph Data.What's Next
Seeing the Bigger Picture
Getting Started on Your Journey with Graph Thinking
2.Evolvingfrom RelationaltoGraphThinking
Chapter Preview:Translating Relational Concepts to Graph Terminology
Relational VerSUS Graph:What's the Difference
Data for 0ur Running Example
Relational Data Modeling
Entities and Attributes
Building Up to an ERD
Concepts in Graph Data
Fundamental Elements of a Graph
Adjacency
Neighborhoods
Djstanca
Degree
The Graph Schema Language
Vertex Labels and Edge Labels
Properties
Edge Direction
Self-Referencing Edge Labels
Multiplicity of Your Graph
Full Example Graph Model
Relational Versus Graph:Decisions to Consider
Data Modeling
Understanding Graph Data
Mixing Database Design with Application Purpose
Summary
3.Getting Started:A Simple Customer
Chapter Preview:Relational Versus Graph
The Foundational Use Case for Graph Data
Whv Do Businesses Care About C
Implementing a C360 Application in a Relational System
Data Modds
Relational Implementation
Example C360 Oueries
Implementing a C360 Application in a Graph System
Data Models
Graph Implementation
Example C360 Oueries
Relational Versus Graph:How to Choose
Relational Versus Graph:Data Modeling
Relational Versus Graph:Representing Relationships
Relational Versus Graph:Query Languages
Relational Versus Graph:Main Points
Summary
Whv Not Relational
Making a Technology Choice for Your C360 Application
4.Exploring Neighborhoods in Development
Chapter Preview:Building a More Realistic Customer
Graph Data Modeling
Should This Be a Vertex or an Edge
LostYet?LetUsWalkYouThroughDirection
A Graph Has No Name:Common Mistakes in Naming
Our Full Development Graph Model
……
5.Exploring Neighborhoods in Production
6.Using Trees in Development
7.Using Trees in Prodiction
8.Finding Paths in Development
9.Finding Paths in Production
10.Recommendations in Decelopment
11.Simple Entity Resolution in Fraphs
12.Recommendations in Production
13.Epilogue
Index
导语
使用关系和图技术构建示例应用程序架构;
使用图技术构建Customer 360应用程序,这是当今最流行的图数据模式;
深入研究层次化数据并对图数据带来的新范式进行调试排错;
在图数据中查找路径并了解为什么对不同路径的信任会促成并透露出你的偏好;
使用协作过滤设计出一套仿Netflix的推荐系统。
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