Bayesian statistics
(สถิติแบบเบย์)
Definition
Bayesian statistics (สถิติแบบเบย์) Hard Skill
Bayesian statistics is a statistical approach that applies Bayes' theorem to update the probability of a hypothesis as more evidence or information becomes available.
Expertise Level
Level 1
Basic
1. Understands the basic concepts of probability and Bayes' theorem.
2. Can calculate simple prior and posterior probabilities.
3. Familiar with common terms such as likelihood and prior.
Level 2
Intermediate
1. Applies Bayesian methods to analyze data with moderate complexity.
2. Uses conjugate priors and performs Bayesian updating for defined models.
3. Interprets posterior distributions and credible intervals.
Level 3
Advanced
1. Develops and implements complex Bayesian models for real-world problems.
2. Utilizes Markov Chain Monte Carlo (MCMC) and other computational techniques.
3. Critically evaluates model assumptions and performs Bayesian model comparison.
