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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does the Chinese Restaurant Process metaphor illustrate in data clustering?
π‘ Hint: Think about how customers choose tables.
Question 2
Easy
What is the concentration parameter Ξ± in the context of CRP?
π‘ Hint: Consider how it affects customer behavior.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What is the primary purpose of the Chinese Restaurant Process?
- To define a fixed number of clusters
- To model dynamic clustering based on data
- To categorize data into static groups
π‘ Hint: Think about how customers choose tables in the restaurant.
Question 2
True or False: The concentration parameter (Ξ±) affects the probability of forming new clusters in CRP.
- True
- False
π‘ Hint: Is new table creation dependent on Ξ±?
Solve and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Given a scenario with 10 customers and 3 existing tables with 2, 3, and 5 customers respectively, if Ξ± is 5, calculate the probability of a new customer joining each table and starting a new one.
π‘ Hint: Use the joining probability formula for each table.
Question 2
Explain how you might adapt the CRP in a scenario where the data is time-sensitive and clusters evolve over time.
π‘ Hint: Consider how customer behavior impacts clustering in a real situation.
Challenge and get performance evaluation