Changes in version 0.1.5 (2025-12-10) - Vignette updated - changed default max.iters from 200 to 500. - now coco objects store information about optim.control arguments for full reproducibility. - introduce a two-step optimization approach for automatic model selection. See help(coco). Changes in version 0.1.4 (2024-12-12) - Documentation polished Enhances - GetNeg2loglikelihood, GetNeg2loglikelihoodTaper, and GetNeg2loglikelihoodTaperProfile now much faster (~35% faster) - cocoOptim: - new REML estimation for dense coco type. - now cpp functions cov_rns and cov_rns_taper include as special cases the well-known shapes when nu = 0.5, 1.5, and 2.5, yielding computational speed-ups. - now getCIs display names of covariate instead of index of Design Matrix. - now .cocons.check.info also checks for smoothness model and smooth.limits. Changes - coco now accepts data.frame for locs argument, which is then converted to matrix. - getTrend now is called getSpatMean. - cocoPredict renamed output spatial mean vectors: trend is now called systematic, while mean is called stochastic. - cocoOptim : - reordering of arguments. - mle estimation method now called ml. - pmle estimation method now called pml. - getHessian : - mle to ml and pmle to pml. - getCIs now alpha argument reflects confidence level instead of 1-confidence level. Fixes - fix a bug for plotOptimInfo when handling pml or reml objects. Changes in version 0.1.3 (2024-10-15) - Vignette updates, watermark removed - Documentation polished - New holes_bm dataset with independent realizations and spatial trend Enhances - added a NEWS.md file with version updates / modifications / enhances / etc - automatized delta for method plot for coco class. - Better visualization for plot(cocoOptim object, type = "ellipse") - coco: - now it is not necessary to provide all models for each source of nonstationarity. Those not specified will be set to those referenced with a stationary 0-mean model (i.e. tilt = 0 , aniso = 0, nugget = -Inf (because of log-parameterization)). If 'smooth' is not specified, then it is set to 0.5. - cocoOptim: - "auto" option for ncores argument for cocoOptim, providing a convenient number of threads based on the number of parameters to estimate, available threads, and settings of the LBFGSB routine - "safe" argument, which prevents crashes due to ill-posed covariance matrices (Choelsky factorization error) - .cocons.check.convergence now checks and reports at which iteration ill-posed covariance matrices have been found during the optimization. - now "pmle" works with multiple independent realizations for coco types dense and sparse - safer parallel handling - getHessian more memory efficient - cocoSim: - if provided a fitted coco object, then pars argument can be NULL (default), and coco.object@output$par is used instead (and also type is set to diff). - more memory efficient - safer parallel handling for getHessian - polishing of neg2loglikelihood functions, leading to more efficient code - new and more polished internal functions to assess the validity of arguments (stopifnot() instead of if() stop()) - getCondNumber optimized - small improvement over cpp functions Changes - switched getPen as an internal function - method plot for coco objects shows rotation angle of the kernel w.r.t x-axis - GetSpateffects now provides angle w.r.t to x-axis - method "summary" for coco objecets (former "print" method) - more proper naming of objects inside functions - renaming of "cat.vars" to "skip.scale" + associated checks and optimization - getCondNumber removed, which can be replaced with kappa function from base R (i.e. kappa(getCovMatrix(coco.object),exact = TRUE)) Changes in version 0.1.2 (2024-09-06) - improve overall help files - add examples for coco, cocoOptim, cocoPredict, and cocoSim - update Vignette - some bug fixes and overall code polishing - smooth_limits from info from the coco function is now called smooth.limits to match the style of other arguments (no backward compatibility) - new names for C++ sparse covariance functions - add warnings of non-convergence of the LBFGSB for cocoOptim - bug fixes for coco "methods" - less redundant code