Release 0.3.0

[kahaaga]

All is ready for the 1.0 release. Just need to re-do the documentation. That means

CausalityToolsBase

• RectangularBinning docs. Done in CausalityToolsBase.jl PR #13.

• TriangulationBinning docs. CausalityToolsBase.jl PR #13.

• encode docs with example. Done in CausalityToolsBase.jl PR #14.

• joint_visits docs with examples. Done in CausalityToolsBase.jl PR #14.

• marginal_visits docs with examples. Done in CausalityToolsBase.jl PR #14.

• non0hist docs with examples. Mention DelayEmbeddings. Done in CausalityToolsBase.jl PR #14.

• get_minima, get_maxima, get_edgelengths, get_minima_and_edgelengths, get_minmaxes docs with examples. Done in CausalityToolsBase.jl PR #14.

• generate_gridpoints docs with and figure demonstrating the types of grid. Done in CausalityToolsBase.jl PR #14.

• OnPoints docs. Done in CausalityToolsBase.jl PR #14.

• Figure demonstrating the types of grid obtaining from generate_gridpoints.

• kerneldensity docs with example. Done in CausalityToolsBase.jl PR #14.

• Embedding dimension and lag estimation. optimal_delay and optimal_dimension docs with examples. Mention DelayEmbeddings. Done in CausalityToolsBase.jl PR #14.

• Positions docs with examples. Refers to CustomReconstructions.

• Lags docs with examples. Refers to CustomReconstructions.

• CustomReconstruction docs with examples.

• customembed docs with examples.

• mutualinfo docs with example. Needs more work. Saving for later.

Example systems

• Equations of motion in doc string.
• Example of generating time series from the system in doc string.
• Literature references where relevant
• Add tests.
• Make sure DiscreteDynamicalSystem is used for all discrete, even for the multi-lag ones.
• Example images for all systems (low priority).

Invariant measures and transfer operators

• Examples of generating invariant measures in all doc strings.
• Examples of generating transfer operators in all doc strings.

Transfer entropy

• transferentropy(pts, v::TEVars, binning_scheme::RectangularBinning, estimator::VisitationFrequency docs with example.
• transferentropy(pts, v::TEVars, binning_scheme::RectangularBinning, estimator::TransferOperatorGrid docs with example.

Distance based algorithms

• joint_distance_distribution