The integrated nested Laplace approximation(INLA)algorithm provides a computationally efficient approach for approximate Bayesian inference,overcoming the limitations of traditional Markov chain Monte Carlo(MCMC)metho...The integrated nested Laplace approximation(INLA)algorithm provides a computationally efficient approach for approximate Bayesian inference,overcoming the limitations of traditional Markov chain Monte Carlo(MCMC)methods.This paper reviews INLA algorithm and provides a systematic review of six key books that explore the theoretical foundations,practical implementations,and diverse applications of INLA.These six books cover spatial and spatio-temporal modelling,general Bayesian inference,SPDE-based spatial analysis,geospatial health data,regression modelling,and dynamic time series.In addition,these books highlight the versatility of INLA method in handling complex models while maintaining high computational efficiency.This paper begins with an introduction to the INLA method and algorithm,followed by a systematic review of six key publications in the field.展开更多
The correctness of bibliographic references and citations for retrieving information is essential.However,many journals are still receiving manuscripts with reference formats different to those specified in the journa...The correctness of bibliographic references and citations for retrieving information is essential.However,many journals are still receiving manuscripts with reference formats different to those specified in the journal guidelines.Consequently,this increases the difficulty for editors to process the manuscripts and restricts the production process.This paper discussed the specification format of bibliographic references and citations in English-language scientific journals from the perspective of the reference specification itself.Based on the current four mainstream styles used in the bibliographic references and citations of international English-language scientific journals,combined with the reference examples of ten English-language scientific journals launched in China and our work experience,we suggested the specific suggestions on the standardization of reference specification in English-language scientific journals in China.It is recommended to simplify the essential information(author’s name,article title,journal title,and year of publication)for bibliographic references and citations,add a hyperlink to the homepage of the reference cited,and prioritize adding the digital object identifier(DOI)of all the references.This standardization suggested can speed up the information processing of references,which can reduce the burden on authors and readers,save more time for editors to provide more services for scholars,and better realize the article links and communications on the Internet.展开更多
基金supported by the National Natural Science Foundation of China[grant number 12001266]the Humanities and Social Science Projects ofMinistry of Education of China[grant number 19YJCZH166]supported by the National Natural Science Foundation of China[grant numbers 12271168 and 12531013].
文摘The integrated nested Laplace approximation(INLA)algorithm provides a computationally efficient approach for approximate Bayesian inference,overcoming the limitations of traditional Markov chain Monte Carlo(MCMC)methods.This paper reviews INLA algorithm and provides a systematic review of six key books that explore the theoretical foundations,practical implementations,and diverse applications of INLA.These six books cover spatial and spatio-temporal modelling,general Bayesian inference,SPDE-based spatial analysis,geospatial health data,regression modelling,and dynamic time series.In addition,these books highlight the versatility of INLA method in handling complex models while maintaining high computational efficiency.This paper begins with an introduction to the INLA method and algorithm,followed by a systematic review of six key publications in the field.
文摘The correctness of bibliographic references and citations for retrieving information is essential.However,many journals are still receiving manuscripts with reference formats different to those specified in the journal guidelines.Consequently,this increases the difficulty for editors to process the manuscripts and restricts the production process.This paper discussed the specification format of bibliographic references and citations in English-language scientific journals from the perspective of the reference specification itself.Based on the current four mainstream styles used in the bibliographic references and citations of international English-language scientific journals,combined with the reference examples of ten English-language scientific journals launched in China and our work experience,we suggested the specific suggestions on the standardization of reference specification in English-language scientific journals in China.It is recommended to simplify the essential information(author’s name,article title,journal title,and year of publication)for bibliographic references and citations,add a hyperlink to the homepage of the reference cited,and prioritize adding the digital object identifier(DOI)of all the references.This standardization suggested can speed up the information processing of references,which can reduce the burden on authors and readers,save more time for editors to provide more services for scholars,and better realize the article links and communications on the Internet.
