Data Mining for Business Analytics: Concepts, Techniques, and Applications with XLMiner
3rd Edition
ISBN: 9781118729274
Author: Galit Shmueli, Peter C. Bruce, Nitin R. Patel
Publisher: WILEY
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PLEG136: Week 5 Portofolio Project Motion to Compel
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A
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Figure 1
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Questions
1. List the shortest paths between all node pairs. Indicate the number of shortest paths
that pass through each edge. Explain how this information helps determine edge
betweenness.
2. Compute the edge betweenness for each configuration of DFS.
3. Remove the edge(s) with the highest betweenness and redraw the graph.
Recompute the edge betweenness centrality for the new graph. Explain how the
network structure changes after removing the edge.
4. Iteratively remove edges until at least two communities form. Provide step-by-step
calculations for each removal. Explain how edge betweenness changes dynamically
during the process.
5. How many communities do you detect in the final step? Compare the detected
communities with the original graph structure. Discuss whether the Girvan-
Newman algorithm successfully captures meaningful subgroups.
6. If you were to use degree centrality instead of edge betweenness for community
detection, how would the results change?
Unit 1 Assignment 1 – Loops and Methods (25 points)
Task:
You are working for Kean University and given the task of building an Email
Registration System. Your objective is to generate a Kean email ID and temporary
password for every new user. The system will prompt for user information and generate
corresponding credentials. You will develop a complete Java program that consists of
the following modules:
Instructions:
1. Main Method:
○ The main method should include a loop (of your choice) that asks for input
from five users.
For each user, you will prompt for their first name and last name and
generate the email and password by calling two separate methods.
Example
о Enter your first name: Joe
Enter your last name: Rowling
2.generateEmail() Method:
This method will take the user's first and last name as parameters and return the
corresponding Kean University email address.
The format of the email is:
•
First letter of the first name (lowercase) + Full last name (lowercase) +…
Chapter 5 Solutions
Data Mining for Business Analytics: Concepts, Techniques, and Applications with XLMiner
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