Title	Publication Date	Language	Citations
A tutorial on spectral clustering	2007/08/22	English	3,971
Practical Bayesian model evaluation using leave-one-out cross-validation and WAIC	2016/08/30	English	2,343
Understanding predictive information criteria for Bayesian models	2013/08/20	English	1,144
DRAM: Efficient adaptive MCMC	2006/12/01	English	978
Estimation of prediction error by using K-fold cross-validation	2009/10/10	English	622
A Markov Chain Monte Carlo version of the genetic algorithm Differential Evolution: easy Bayesian computing for real parameter spaces	2006/09/01	English	570
A tutorial on adaptive MCMC	2008/12/01	English	448
Correlation and variable importance in random forests	2016/03/23	English	439
Approximate Bayesian computational methods	2011/10/21	English	362
Differential Evolution Markov Chain with snooker updater and fewer chains	2008/10/21	English	343
Non-linear regression models for Approximate Bayesian Computation	2009/03/14	English	246
An adaptive sequential Monte Carlo method for approximate Bayesian computation	2011/08/03	English	242
A mixture model for random graphs	2007/12/11	English	231
Exact and efficient Bayesian inference for multiple changepoint problems	2006/06/01	English	228
Design of computer experiments: space filling and beyond	2011/04/01	English	201
Series evaluation of Tweedie exponential dispersion model densities	2005/10/01	English	197
Slice sampling mixture models	2009/09/19	English	196
Joint covariate selection and joint subspace selection for multiple classification problems	2009/01/14	English	189
Parsimonious Gaussian mixture models	2008/04/19	English	188
Linear quantile mixed models	2013/02/20	English	179
Group descent algorithms for nonconvex penalized linear and logistic regression models with grouped predictors	2013/11/05	English	169
Sequential design of computer experiments for the estimation of a probability of failure	2011/04/21	English	158
Dynamic nested sampling: an improved algorithm for parameter estimation and evidence calculation	2018/12/03	English	156
Comparison of Bayesian predictive methods for model selection	2016/04/07	English	153
Cases for the nugget in modeling computer experiments	2010/12/30	English	152
A tutorial on support vector regression	2004/08/01	English	151
Shape constrained additive models	2014/02/25	English	146
Robust adaptive Metropolis algorithm with coerced acceptance rate	2011/08/04	English	143
Adaptive importance sampling in general mixture classes	2008/04/25	English	142
Robust mixture modeling using multivariate skew t distributions	2009/05/05	English	141