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Hands-On Graph Analytics with Neo4j

You're reading from   Hands-On Graph Analytics with Neo4j Perform graph processing and visualization techniques using connected data across your enterprise

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Product type Paperback
Published in Aug 2020
Publisher Packt
ISBN-13 9781839212611
Length 510 pages
Edition 1st Edition
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Author (1):
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 Scifo Scifo
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Scifo
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Toc

Table of Contents (18) Chapters Close

Preface 1. Section 1: Graph Modeling with Neo4j
2. Graph Databases FREE CHAPTER 3. The Cypher Query Language 4. Empowering Your Business with Pure Cypher 5. Section 2: Graph Algorithms
6. The Graph Data Science Library and Path Finding 7. Spatial Data 8. Node Importance 9. Community Detection and Similarity Measures 10. Section 3: Machine Learning on Graphs
11. Using Graph-based Features in Machine Learning 12. Predicting Relationships 13. Graph Embedding - from Graphs to Matrices 14. Section 4: Neo4j for Production
15. Using Neo4j in Your Web Application 16. Neo4j at Scale 17. Other Books You May Enjoy

Detecting fraud using Neo4j

Fraudulent behavior can have multiple forms and is constantly evolving. Someone with bad intentions might steal a credit card and transfer a large amount of money to another account. This kind of transaction can be identified with traditional statistical methods and/or machine learning. The goal of these algorithms is to spot anomalies, rare events that do not correspond to the normal expected pattern; for instance, if your credit card starts to be used from another country than your usual place of living, it would be highly suspicious and likely to be flagged as fraudulent. This is the reason why some banks will ask you to let them know when you are traveling abroad so that your credit card does not get blocked.

Imagine a criminal that withdraws $1 from one billion credit cards, for a total theft of $1 billion, instead of one single person transferring $1 billion from one card at once. While the latter case can be identified easily with the traditional methods...

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