Commit Graph

3 Commits

Author SHA1 Message Date
joseph.lizier 07ce2d0e24 Added determinant computation via Cholesky decomposition for symmetric matrices (more efficient)
Utilising determinant computation via Cholesky decomposition in Gaussian entropy and MI calculators

Allowed ChannelCalculatorCommon.finaliseObservations() to throw Exceptions so that child classes can do so (in particular Gaussian MI needs to do so if it finds the variables are linearly dependent)
2012-08-17 07:28:50 +00:00
joseph.lizier c828445784 Pulled common functionality for MutualInfoMultiVariate Kernel and Gaussian into MutualInfoMultiVariateCommon (primarily adding multiple observations and computing statistical significance).
MutualInfoMultiVariateKernel now computes statistical significance based on shuffling the first variable (the source) in line with the description in ChannelCalculator.
This adds ability to add multiple observations for a MutualInfoMultiVariateKernel calculator also.
2012-08-07 07:32:52 +00:00
joseph.lizier d19045014a Adding extra matrix utility functions to allow multivariate normal PDF to be calculated (including Cholesky decomposition, inversion of symmetric matrices), extra matrix multiplcation routines, etc.
Added routines in MathsUtils for uni- and multi-variate normal PDF and CDF (univariate only).

Implemented local MI for Gaussian MI. Pulled many routines into the MutualInfoMultiVariateCommon
2012-08-06 07:44:23 +00:00