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Hands-On Graph Analytics with Neo4j

Hands-On Graph Analytics with Neo4j

By : Scifo
4.6 (9)
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Hands-On Graph Analytics with Neo4j

Hands-On Graph Analytics with Neo4j

4.6 (9)
By: 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)
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Section 1: Graph Modeling with Neo4j
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Section 2: Graph Algorithms
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Section 3: Machine Learning on Graphs
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Section 4: Neo4j for Production
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Neo4j at Scale
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Other Books You May Enjoy
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Optimizing processes using graphs

An optimization problem's objective is to find an optimal solution among a large set of candidates. The shape of your favorite soda can was derived from an optimization problem, trying to minimize the amount of material to use (the surface) for a given volume (33 cl). In this case, the surface, the quantity to minimize, is also called the objective function.

Optimization problems often come with some constraints on the variables. The fact that a length has to be positive is already a constraint, mathematically speaking. But constraints can be expressed in many different forms.

The simpler form of an optimization problem is so-called linear optimization, where both the objective function and the constraints are linear.

Graph optimization problems are also part of mathematical optimization problems. The most famous of them is the traveling-salesman problem (TSP). We are going to talk a bit more about this particular problem in the following section...

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