Word co-occurrence implementation of Hadoop

Source: Internet
Author: User
Keywords nbsp; algorithm implementation word very
Tags hadoop how to not necessarily processing set text text processing words

Word Co-occurrence has not known how to translate correctly, word similarity or symbiotic word or co-occurrence matrix of words?

This is a commonly used text processing algorithm in statistics, which is used to measure all the phrases with the closest frequency of occurrence in a set of documents.He is actually a context phrase, not a word.It can be a more commonly used algorithm that can derive other statistics Algorithm can be used as a recommendation because it can provide the result that "people look at this and look at that." For example, do some collaborative filtering other than shopping recommendations, credit risk analysis, or calculate everyone What do you like?

For example, I love you, appear "I love" at the same time often accompanied by "love you" appeared, but the Chinese deal with English is not the same, you need to use the word segmentation library to do pretreatment.

Split the code as Mapper, Reducer and Driver do

Mapper program:

Reducer program:

Driver program does not explain, the world Driver are the same:

In fact, the core of the algorithm is the word and the last word out at the same time as a key plus a word value word count, the frequency of symbiosis of statistical words to the text clustering.View k-means a lot of online, in fact, many of the time algorithm Depending on the needs of the k-means or fuzzy k-value is not necessarily tall, wordcount is not necessarily poor.

Related Article

Contact Us

The content source of this page is from Internet, which doesn't represent Alibaba Cloud's opinion; products and services mentioned on that page don't have any relationship with Alibaba Cloud. If the content of the page makes you feel confusing, please write us an email, we will handle the problem within 5 days after receiving your email.

If you find any instances of plagiarism from the community, please send an email to: info-contact@alibabacloud.com and provide relevant evidence. A staff member will contact you within 5 working days.

A Free Trial That Lets You Build Big!

Start building with 50+ products and up to 12 months usage for Elastic Compute Service

  • Sales Support

    1 on 1 presale consultation

  • After-Sales Support

    24/7 Technical Support 6 Free Tickets per Quarter Faster Response

  • Alibaba Cloud offers highly flexible support services tailored to meet your exact needs.