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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is the Chinese Restaurant Process?
π‘ Hint: Think about how customers make choices in a restaurant.
Question 2
Easy
How does the concentration parameter (Ξ±) affect the CRP?
π‘ Hint: What would happen if more customers always want to sit alone?
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 does the Chinese Restaurant Process illustrate?
- Fixed clusters
- Dynamic clustering
- Data point independence
π‘ Hint: It relates to flexibility in grouping data.
Question 2
True or False: A higher concentration parameter (Ξ±) leads to fewer new tables being started.
- True
- False
π‘ Hint: Think about how often new groups are formed in a social setting.
Solve and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Consider a restaurant with three tables. One table has 5 customers, another has 2, and the third has 0. If a new customer comes in, calculate the probabilities of sitting at each table and starting a new one with a concentration parameter (Ξ±) of 3.
π‘ Hint: Remember to factor in the concentration parameter when calculating probabilities.
Question 2
You have a dataset where initial cluster distributions change over time as more data points arrive. Describe how the CRP would adapt to these changes, focusing on new customers' choices.
π‘ Hint: Think about how group dynamics may influence individual choices over time.
Challenge and get performance evaluation