Book Image

Hands-On Graph Analytics with Neo4j

By : Estelle Scifo
Book Image

Hands-On Graph Analytics with Neo4j

By: Estelle Scifo

Overview of this book

Neo4j is a graph database that includes plugins to run complex graph algorithms. The book starts with an introduction to the basics of graph analytics, the Cypher query language, and graph architecture components, and helps you to understand why enterprises have started to adopt graph analytics within their organizations. You’ll find out how to implement Neo4j algorithms and techniques and explore various graph analytics methods to reveal complex relationships in your data. You’ll be able to implement graph analytics catering to different domains such as fraud detection, graph-based search, recommendation systems, social networking, and data management. You’ll also learn how to store data in graph databases and extract valuable insights from it. As you become well-versed with the techniques, you’ll discover graph machine learning in order to address simple to complex challenges using Neo4j. You will also understand how to use graph data in a machine learning model in order to make predictions based on your data. Finally, you’ll get to grips with structuring a web application for production using Neo4j. By the end of this book, you’ll not only be able to harness the power of graphs to handle a broad range of problem areas, but you’ll also have learned how to use Neo4j efficiently to identify complex relationships in your data.
Table of Contents (18 chapters)
1
Section 1: Graph Modeling with Neo4j
5
Section 2: Graph Algorithms
10
Section 3: Machine Learning on Graphs
14
Section 4: Neo4j for Production

Understanding the importance of shortest path algorithms through their applications

When trying to find applications for shortest pathfinders on a graph, we think of car navigation via GPS, but there are many more use cases. This section gives an overview of the different applications of pathfinding. We will talk about networks and video games, and give an introduction to the traveling-salesman problem.

Routing within a network

Routing often refers to GPS navigation, but some more surprising applications are also possible.

GPS

The name GPS is actually used for two different technologies:

  • The Global Positioning System (GPS) itself is a way of finding your precise location on Earth. It is made possible by a constellation of satellites orbiting around the planet and sending continuous signals. Depending on which signals your device receives, an algorithm based on triangulation methods can determine your position.
The satellites used by the GPS system all belong to the USA. Equivalent systems...