supported by the National Natural Science Foundation of China[grant number 11831008];the U.S.National Science Foundation[grant numbers DMS-1612873 and DMS-1914411].
With increasing appearances of high-dimensional data over the past two decades,variable selections through frequentist likelihood penalisation approaches and their Bayesian counterparts becomes a popular yet challengi...