Big Data Recommender System

Name: Big Data Recommender System
Brand: LAP Lambert Academic Publishing
SKU: 9786139883646
Price: 36.67 EUR
Availability: InStock

Автор: Atanas Atanassov, Kamal Al-Barznji

Език:

Корици: С меки корици

Издател: LAP Lambert Academic Publishing

Наличност: Външен склад

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36.67 € 71.72 лв

Recommendation Systems provide the facility to understand a person's taste and find new. As one of t...

Информация за книгата

Автор

Atanas Atanassov, Kamal Al-Barznji

Език

Английски език

Корици

Книга - С меки корици

Издадена

2018

страници

EAN

9786139883646

Enbook ID

20155473

Издател

LAP Lambert Academic Publishing

Теглоt

108

Размери

150 x 220 x 4

Пълно описание

Recommendation Systems provide the facility to understand a person's taste and find new. As one of the most successful approaches to build recommender systems, collaborative filtering (CF) uses the known preferences of a group of users to make recommendations or predictions of the unknown preferences for other users. In this research, we first introduce recommendation systems and CF, then we have proposed a system for generating recommendations on a Big amount of Data by memory based filtering techniques (User-based and Item-based). These techniques require no knowledge of properties of items and characteristics, they only use the information in the rating matrix. We have implemented these recommendation algorithms on Hadoop platform using Apache Mahout, a Machine Learning tool, to provide a scalable system for processing huge data sets efficiently. Finally, we compared and discussed the results of the both techniques to determine their quality of generating recommendations.

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Big Data Recommender System

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