Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Write a MapReduce program in Hadoop that implements a simple People You Might Know social network friendship recommendation algorithm. The key idea is that if

Write a MapReduce program in Hadoop that implements a simple People You Might Know social network friendship recommendation algorithm. The key idea is that if two people have a lot of mutual friends, then the system should recommend that they connect with each other.

Input: Download the input file: Sample4.txt

The input file contains the adjacency list and has multiple lines in the following format: Here, is a unique integer ID corresponding to a unique user and is a comma-separated list of unique IDs corresponding to the friends of the user with the unique ID . Note that the friendships are mutual: if A is friend with B then B is also friend with A. The data provided is consistent with that rule. Algorithm: Use a simple algorithm such that, for each user U, the algorithm recommends N = 10 users who are not already friends with U, but have the largest number of mutual friends in common with U. Output: The output should contain one line per user in the following format: where is a unique ID corresponding to a user and is a comma-separated list of unique IDs corresponding to the algorithms recommendation of people that might know, ordered by decreasing number of mutual friends. Even if a user has fewer than 10 second-degree friends, output all of them in decreasing order of the number of mutual friends. If a user has no friends, you can provide an empty list of recommendations. If there are multiple users with the same number of mutual friends, ties are broken by ordering them in a numerically ascending order of their user IDs. Include in your writeup the recommendations for the users with following user IDs: 150, 6157, 8942, 9019, 9020, 9021, 9022, 9990, 9992, 9993.

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image_2

Step: 3

blur-text-image_3

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Beginning C# 5.0 Databases

Authors: Vidya Vrat Agarwal

2nd Edition

1430242604, 978-1430242604

More Books

Students also viewed these Databases questions