Practice Chinese Restaurant Process (crp) (8.3) - Non-Parametric Bayesian Methods
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Chinese Restaurant Process (CRP)

Practice - Chinese Restaurant Process (CRP)

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What does the Chinese Restaurant Process metaphor illustrate in data clustering?

💡 Hint: Think about how customers choose tables.

Question 2 Easy

What is the concentration parameter α in the context of CRP?

💡 Hint: Consider how it affects customer behavior.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

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

💡 Hint: Think about how customers choose tables in the restaurant.

Question 2

True or False: The concentration parameter (α) affects the probability of forming new clusters in CRP.

True
False

💡 Hint: Is new table creation dependent on α?

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Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Given a scenario with 10 customers and 3 existing tables with 2, 3, and 5 customers respectively, if α is 5, calculate the probability of a new customer joining each table and starting a new one.

💡 Hint: Use the joining probability formula for each table.

Challenge 2 Hard

Explain how you might adapt the CRP in a scenario where the data is time-sensitive and clusters evolve over time.

💡 Hint: Consider how customer behavior impacts clustering in a real situation.

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Reference links

Supplementary resources to enhance your learning experience.