ベイズ推定¶
Stan, NumPyroなどの確率プログラミング言語や、それらのラッパーであるPyMC, BayesianInferenceなどを使う
参考¶
Nishio, M., Ota, E., Matsuo, H., Matsunaga, T., Miyazaki, A., & Murakami, T. (2023). Comparison between pystan and numpyro in Bayesian item response theory: evaluation of agreement of estimated latent parameters and sampling performance. PeerJ Computer Science, 9, e1620.
1PLM, 2PLMを実装し、多くの場合でPyStanよりNumPyroのほうが速かったとのこと
- Nishio, M., Ota, E., Matsuo, H., Matsunaga, T., Miyazaki, A., & Murakami, T. (2023). Comparison between pystan and numpyro in Bayesian item response theory: evaluation of agreement of estimated latent parameters and sampling performance. PeerJ Computer Science, 9, e1620. 10.7717/peerj-cs.1620