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xukai92 
Major refactoring of the codebase (#16)

* Major refactoring of the codebase

* More refactoring

* Stop printing info about defaults

* Refactor test suite

* More refactoring

* More refactoring

* More refactoring

* Export optim libs

* Add KLIEP + Optim implementation

* Dispatch on optimization library type

* More refactoring

* Add DensityRatio types

* Add DensityRatioTypes

* More refactoring

* Add test/kliep.jl

* Update kliep/optim.jl

* Implement density ratio API

* Add KLIEP implementation with Convex.jl

* Update MMD to KMM

* Update test/kliep.jl

* More refactoring

* More refactoring

* More refactoring

* Update KMM/JuMP

* Rename density_ratio to densratio

* More refactoring

* Refactor KMM/JuMP

* Refactor KLIEP/Convex.jl

* Refactor KLIEP/JuMP

* Update kmm/julia.jl

* Update tests

* Update test/test.jl

* Update tests

* Add tests for KLIEP

* Delete test/test.jl

* Add logo to docs

* Delete logo

* More refactoring

* More refactoring

* More refactoring

* Update docstring

* Remove dependency on Distances.jl

* Remove caret specifiers in Project.toml

* Replace literal 0.0 with zero(T)

* Test internal function gaussian_gramian

* Use @unpack to retrieve method parameters

* Add assertions to KLIEP implementations

* Remove fit from estimators API

* Add LCV fitter

* Refactor KLIEP for densratiofunc API

* Refactor LCV

* Make sure densratiofunc returns a scalar

* Finish LCV fitting method for KLIEP

* Small fix to LCV

* Update docs

* Update README.md

* Update README.md

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Source Files on job 158.1