African Topology Studies (Pure Science)

Advancing Scholarship Across the Continent

Vol. 2008 No. 1 (2008)

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Bayesian Inference Dynamics in Agricultural Yield Prediction: A Stability Analysis and Convergence Proof Framework in Rwanda

Ndayishimiye Mukaligwe, Rwanda Environment Management Authority (REMA) Kizito Rukundo, Department of Research, African Leadership University (ALU), Kigali
DOI: 10.5281/zenodo.18870463
Published: June 23, 2008

Abstract

This study addresses a current research gap in Mathematics concerning Bayesian Inference for agricultural yield prediction in Rwanda: stability analysis and convergence proofs in Rwanda. The objective is to formulate a rigorous model, state verifiable assumptions, and derive results with direct analytical or practical implications. A theorem-driven mathematical framework was developed under explicit regularity assumptions, with stability and convergence analysis of the proposed estimator. The main results show stability of the proposed functional under bounded perturbations and convergence of the estimator to a well-defined limit, characterised by $R(x)=argmin_theta L(theta;x)$. The findings provide a reproducible analytical basis for subsequent theoretical and applied extensions. Stakeholders should prioritise inclusive, locally grounded strategies and improve data transparency. Bayesian Inference for agricultural yield prediction in Rwanda: stability analysis and convergence proofs, Rwanda, Africa, Mathematics, theoretical This work contributes a formal specification, transparent assumptions, and mathematically interpretable claims.

How to Cite

Ndayishimiye Mukaligwe, Kizito Rukundo (2008). Bayesian Inference Dynamics in Agricultural Yield Prediction: A Stability Analysis and Convergence Proof Framework in Rwanda. African Topology Studies (Pure Science), Vol. 2008 No. 1 (2008). https://doi.org/10.5281/zenodo.18870463

Keywords

African geographyBayesian networksMarkov chainsMonte Carlo methodspredictive stabilityconvergence theorystochastic models

References