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BayesianDisaggregation

Bayesian Methods for Economic Data Disaggregation

v0.1.2 · Oct 16, 2025 · MIT + file LICENSE

Description

Implements a novel Bayesian disaggregation framework that combines Principal Component Analysis (PCA) and Singular Value Decomposition (SVD) dimension reduction of prior weight matrices with deterministic Bayesian updating rules. The method provides Markov Chain Monte Carlo (MCMC) free posterior estimation with built-in diagnostic metrics. While based on established PCA (Jolliffe, 2002) <doi:10.1007/b98835> and Bayesian principles (Gelman et al., 2013) <doi:10.1201/b16018>, the specific integration for economic disaggregation represents an original methodological contribution.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies readxl dplyr tidyr stringr foreach doParallel openxlsx rlang tibble magrittr BayesianDisaggregation

Version History

new 0.1.2 Mar 9, 2026