Reader small image

You're reading from  Big Data Analytics with Java

Product typeBook
Published inJul 2017
Reading LevelIntermediate
PublisherPackt
ISBN-139781787288980
Edition1st Edition
Languages
Concepts
Right arrow
Author (1)
RAJAT MEHTA
RAJAT MEHTA
author image
RAJAT MEHTA

The author is a VP (Technical Architect) in technology in JP Morgan Chase in New York. The author is a sun certified java developer and has worked on java related technologies for more than 16 years. Current role for the past few years heavily involves the usage of bid data stack and running analytics on it. Author is also a contributor in various open source projects that are available on his GitHub repository and is also a frequent write on dev magazines.
Read more about RAJAT MEHTA

Right arrow

Implementation of the Apriori algorithm in Apache Spark


We have gone through the preceding algorithm. Now we will try to write the entire algorithm in Spark. Spark does not have a default implementation of Apriori algorithm, so we will have to write our own implementation as shown next (refer to the comments in the code as well).

First, we will have the regular boilerplate code to initiate the Spark configuration and context:

SparkConf conf = new SparkConf().setAppName(appName).setMaster(master);
JavaSparkContext sc = new JavaSparkContext(conf);

Now, we will load the dataset file using the SparkContext and store the result in a JavaRDD instance. We will create the instance of the AprioriUtil class. This class contains the methods for calculating the support and confidence values. Finally, we will store the total number of transactions (stored in the transactionCount variable) so that this variable can be broadcasted and reused on different DataNodes when needed:

JavaRDD<String> rddX =...
lock icon
The rest of the page is locked
Previous PageNext Page
You have been reading a chapter from
Big Data Analytics with Java
Published in: Jul 2017Publisher: PacktISBN-13: 9781787288980

Author (1)

author image
RAJAT MEHTA

The author is a VP (Technical Architect) in technology in JP Morgan Chase in New York. The author is a sun certified java developer and has worked on java related technologies for more than 16 years. Current role for the past few years heavily involves the usage of bid data stack and running analytics on it. Author is also a contributor in various open source projects that are available on his GitHub repository and is also a frequent write on dev magazines.
Read more about RAJAT MEHTA