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R Deep Learning Projects

You're reading from   R Deep Learning Projects Master the techniques to design and develop neural network models in R

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Product type Paperback
Published in Feb 2018
Publisher Packt
ISBN-13 9781788478403
Length 258 pages
Edition 1st Edition
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Authors (2):
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Yuxi (Hayden) Liu Yuxi (Hayden) Liu
Author Profile Icon Yuxi (Hayden) Liu
Yuxi (Hayden) Liu
Pablo Maldonado Pablo Maldonado
Author Profile Icon Pablo Maldonado
Pablo Maldonado
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Toc

Text fraud detection

Fraud has become an issue beyond the traditional transaction fraud. Many websites, for instance, rely on user reviews about services, such as restaurants, hotels or tourist attractions, that are monetized in different ways. If the users lose trust in those reviews, for example, by a business owner deliberately messing with the good reviews for his or her own business, then the website will find it hard to regain that trust and to remain profitable. Hence, it is important to detect such potential issues. 

How can autoencoders help us with this? As before, the idea is to learn the representation of a normal review on a website, and then find those that do not fit the normal review. The issue with text data is that there is some processing to be done before. We will illustrate this with an example, which will also serve as a motivation for the different...

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