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To improve estimation accuracy and stability in statistical modeling, catalytic prior distributions are employed, integrating observed data with synthetic data generated from a simpler model's predictive distribution. This approach enhances model robustness, stability, and flexibility in complex data scenarios. The catalytic prior distributions are introduced by 'Huang et al.' (2020, <doi:10.1073/pnas.1920913117>), Li and Huang (2023, <doi:10.48550/arXiv.2312.01411>).
Package details |
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Author | Yitong Wu [aut] (<https://orcid.org/0009-0000-8683-5129>), Dongming Huang [aut, cre] (<https://orcid.org/0000-0003-4265-7708>), Weihao Li [aut], Ministry of Education, Singapore [fnd] (The development of this package is supported by the Ministry of Education, Singapore, under the Academic Research Fund Tier 1 A-8000466-00-00 (FY2022).) |
Maintainer | Dongming Huang <huang.dongming@nus.edu.sg> |
License | MIT + file LICENSE |
Version | 0.1.0 |
Package repository | View on CRAN |
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