Fokl

Latest version: v3.4.0

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3.4.0

- Model update methodology integrated into FoKL, see documentation for more details
- Experimental Embedded GP
- minax specification
- normalized RMSE now available in coverage

3.3.0

Highlights

- clean() split into _normalize() and _format() to provide more user-friendly normalization methods (e.g., new keywords minmax and pillow, ability to pass non-formatted non-normalized inputs to evaluate())
- automatic tests of package now included in repo
- isotherm benchmark comparison added as example
- FoKL-to-Pyomo method received significant improvements (e.g., user-definable variable names, normalization within Pyomo s.t. variable name refers to true scale value)
- multiple GP models in Pyomo added as example
- updated documentation to reflect current changes

What's Changed
* v3.3.0 by jakekrell in https://github.com/ESMS-Group-Public/FoKL-GPy/pull/23


**Full Changelog**: https://github.com/ESMS-Group-Public/FoKL-GPy/compare/v3.2.4...v3.3.0

3.2.4

- patch in 'to_pyomo'

3.2.3

What's Changed
* Optimized scaling of "Bernoulli Polynomials" basis functions to best align with "Cubic Splines" basis functions while preserving eigenvalue ratios of BSS-ANOVA kernel approaching infinite resolution; documentation for this method stored as 'docs/_dev/basis_functions/bernoulli_polynomials/main.ipynb'

For Developers
* FoKL v3.2.3 by jakekrell in https://github.com/ESMS-Group-Public/FoKL-GPy/pull/19

**Full Changelog**: https://github.com/ESMS-Group-Public/FoKL-GPy/compare/v3.2.2...v3.2.3

3.2.2

What's Changed
- Pyomo example using simple toy problem to demonstrate nonlinear optimization of a GP model trained by FoKL
- Optimization of model attributes added so *.fokl* files require less memory
- Support for large datasets added, where 16-bit or 32-bit floating point numbers (after normalization) are acceptable

For Developers
* FoKL v3.2.2 by jakekrell in https://github.com/ESMS-Group-Public/FoKL-GPy/pull/18

3.2.1

- Updated Dependencies to include Pyomo
- Removed redundant files

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