Skip to Main content Skip to Navigation
Conference papers

Study on Conditional Autoregressive Model of Per Capita Grain Possession in Yellow River Delta

Abstract : In the paper, we reviewed hierarchical statistical modeling about conditional autoregressive models method for spatial data located in Yellow River Delta. Moreover, we also proposed a new method about the evaluation and prediction of per capita grain possession on county-level in the high-efficiency ecological zone. With the support of MCMC approaches and conditional auto-regressive (CAR) Model, we estimated the posterior distribution through iterative sampling among per capita grain possession and the correlated factors. As a useful tool, the spatial bayesian model appeared to gain insights into per capita grain possession on spatio-temporal variability related to the grain sowing area, efficient irrigation area, agriculture machinery conditions. The study results showed that auto correlation characteristics and the posterior density distribution were described by the quantity method with CAR model, correspondingly the posterior mean of observed value and the posterior mean of predicted value of per capita grain possession were developed in Yellow River Delta. The posterior probability was more evident statistical significance on basis of prior information and sample characteristics in credible interval. Apparently, three factors of the grain sowing area, efficient irrigation area and agriculture machinery resulted in complex random effects on per capita grain possession. The results also indicated that bayesian method was not only the more quantitative evaluation, but also the more estimated accuracy for the per capita grain possession on country level in Yellow River Delta.
Document type :
Conference papers
Complete list of metadata

Cited literature [11 references]  Display  Hide  Download

https://hal.inria.fr/hal-01220902
Contributor : Hal Ifip <>
Submitted on : Tuesday, October 27, 2015 - 9:57:33 AM
Last modification on : Wednesday, January 17, 2018 - 10:44:15 AM
Long-term archiving on: : Thursday, January 28, 2016 - 10:32:02 AM

File

978-3-642-54344-9_13_Chapter.p...
Files produced by the author(s)

Licence


Distributed under a Creative Commons Attribution 4.0 International License

Identifiers

Citation

Yujian Yang, Huaijun Ruan, Yan Tang, Wenxiang Zhao, Xueqin Tong. Study on Conditional Autoregressive Model of Per Capita Grain Possession in Yellow River Delta. 7th International Conference on Computer and Computing Technologies in Agriculture (CCTA), Sep 2013, Beijing, China. pp.109-116, ⟨10.1007/978-3-642-54344-9_13⟩. ⟨hal-01220902⟩

Share

Metrics

Record views

160

Files downloads

549