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Yvesdeville doc
up to version 0.9
- Bump version from 0.9.0 to 1.0.0 in conf.py - Add Julia binding (jlibkriging) installation instructions in install.md - Add Julia to the list of available wrappers in index.rst Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- Unify Kriging: add noise param (replaces NuggetKriging/NoiseKriging) - Add WarpKriging noise param - Add MLPKriging (new Deep Kernel Learning class) with full API docs - Remove NuggetKriging and NoiseKriging from api.rst - Add Julia wrapper to supported languages Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Add docs/source/warping/ with one page per warping type: none, affine, boxcox, kumaraswamy, knots, neural_mono, mlp, categorical, ordinal — each with math definition, parameter table, and R code examples with plots. Link from WarpKriging.md warping table and api.rst Warping Gallery toctree section. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Add docs/source/noise/ with: - index.md: overview table of three noise modes - noise-free.md: exact interpolation (noise=NULL) - nugget.md: homogeneous nugget (noise='nugget'), side-by-side comparison - heteroskedastic.md: per-observation variances, update example, three-way comparison plot Link from Kriging.md and api.rst Noise Strategies toctree. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Add 4 PNG plots generated with rlibkriging 0.9.3: - noise-free.png: exact GP interpolation - nugget-comparison.png: side-by-side noise=NULL vs nugget - heteroskedastic-errorbars.png: per-obs error bars + GP fit - three-way-comparison.png: all three strategies overlaid Embed images in noise-free.md, nugget.md and heteroskedastic.md. Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…g, Models section - Add update_simulate.WarpKriging.md - Add Julia code examples to all 35+ function docs - Embed pre-generated PNG plots in all warping pages (shape + regression) - Add docs/source/models.rst with Warping/Noise Strategies sections - Move Warping Gallery and Noise Strategies from api.rst to models.rst - Add 'models' to index.rst toctree Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
… Description' Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
…page Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- none/affine: Rasmussen & Williams (2006) - boxcox: Box & Cox (1964) - kumaraswamy: Snoek et al. (2014) ICML + Kumaraswamy (1980) - knots: Xiong et al. (2007) IJNME (+ corrected DOI 10.1002/nme.1969) - neural_mono: Snelson et al. (2003) NeurIPS + Snoek et al. (2014) - mlp: Wilson et al. (2016) AISTATS (Deep Kernel Learning) - categorical: Garrido-Merchán & Hernández-Lobato (2020) Neurocomputing - ordinal: Saves et al. (2024) SMT 2.0 + Qian et al. (2008) Technometrics Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
- pyrm-syntax.md: add Julia column to Python/R/Matlab/Octave comparison table - pyrm-demo_basic.md: add Julia code example (predict + simulate) - usage.md: mention Julia in demo link text Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
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