3222b5a629
Implementation and unit test for KSG MI calculation with new samples (both algorithms 1 and 2)
2020-10-30 16:21:10 +11:00
510f999d2e
Adds addObservations calls with validity arrays for conditional transfer entropy
2020-05-15 17:34:00 +10:00
1667b9fe7a
Added utility for subsampling rows from 2D matrix
2019-07-25 14:36:54 +10:00
681c9196ee
Added methods to MatrixUtils (plus unit tests) for adding/removing/swapping sample points into existing means and covariances
2019-05-17 22:27:30 +10:00
d9db7a15ab
Further clarifications for including NORMALISE and NOISE_LEVEL_TO_ADD properties to all mutual information calculators, and handling linear redundancy sub-cases
2019-04-03 00:07:05 +11:00
b1437452e4
Adding NORMALISE and NOISE_LEVEL_TO_ADD properties to all mutual information calculators for continuous-valued data (extends this capability from only KSG to Gaussian and kernel as well, the latter already had NORMALISE)
2019-04-02 12:38:17 +11:00
988d32de70
Added bug fix within recent changes to MatrixUtils Cholesky decomposition calculation, along with unit testing of the linear dependency combinations for issue #17
2019-03-31 23:21:39 +11:00
d58c393c53
Added methods to MatrixUtils to make a Cholesky decomposition of independent components only (useful for MI and conditional MI calculations), with a required update to the NonPositiveDefiniteMatrixException to include a field defining which row in the matrix was a problem. Also includes code to convert between native int[] arrays and ArrayList<Integers>, and new method signatures for column selection from matricies.
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Also added new unit tests for the Cholesky decomposition.
2019-03-28 23:52:47 +11:00
9e77ebdadf
Tweak to method to print out an array of ints
2017-11-22 20:49:05 +11:00
62069dab16
Added several utilities for selecting columns to MatrixUtils
2017-03-23 14:31:38 +11:00
77cf8e5f8e
Major update to TransferEntropyCalculatorDiscrete so as to implement arbirtray source and dest embeddings and source-dest delay. Also included are associated unit tests, and modifications to MatrixUtils to support these.
2016-10-17 16:22:59 +11:00
62228651bc
Adding getProperty() method to all conditional MI calculators and TE calculators (except for multivariate versions at this stage), in readiness for automated embedding being added to TE Kraskov to partially fix Issue 38
2015-06-04 04:27:23 +00:00
687978103c
Added auto-embedding with Ragwitz criteria to AIS Kraskov calculator, partially addressing Issue 38. Also adds getProperty() method to AIS calculators and MI calculators.
2015-06-04 03:48:55 +00:00
6ade6d4311
Adding fast nearest neighbour searcher for univariate data (uses only a sorted array rather than whole k-d tree). Adds an abstract nearest neighbour searcher so calling classes don't necessarily need to know whether they're dealing with uni or multi-variates. MI and conditional MI Kraskov altered to use this where possible.
2014-10-30 04:04:16 +00:00
bc2783b971
Fixes issue 31 -- implementing fast nearest neighbour search for Kraskov MI using a k-d tree structure.
2014-10-15 04:48:09 +00:00
feb0f320ae
Minor updates to javadocs regarding Active Info Storage Calculators.
2014-09-16 03:27:28 +00:00
b68d77e18e
Rudimentary Javadocs completed for the utils package
2014-08-13 15:18:47 +00:00
4a3532b25b
Adding GPLv3 license statement to all code headers in the infodymamics.measures.mixed, utils and networkinference packages.
2014-08-06 06:31:24 +00:00
6a1bacba42
Adding notices about derived works from the JAMA project to source files
2014-08-06 05:20:17 +00:00
7515b53a11
Adding MatrixUtils method for max entropy discretisation
2014-08-01 03:29:55 +00:00
83f7de5472
Added interface for ConditionalTransferEntropy. Added abstract implementation ConditionalTransferEntropyCalculatorViaCondMutualInfo, and child classes for Kraskov and Gaussian implementations.
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Added associated embedding method to MatrixUtils, and fixed a lot of header comments here. Minor fixes to comments and which methods are specified (e.g. setProperties) for TransferEntropy and Entropy calculators.
2014-04-17 05:58:13 +00:00
7a40b433b7
Added TransferEntropyCalculatorMultiVariateViaCondMutualInfo to facilitate estimation of multivariate TE by an underlying conditional mutual information calculator. Added linear-Gaussian TE estimator using this. Switched Kraskov multivariate TE estimator from a two MI estimator to use an underlying conditional mutual information calculator; removed old Kraskov "ByMulti" classes now. Removed some initialisation routines for TransferEntropyCalculatorViaCondMutualInfo so they tie in ok.
2014-04-08 10:41:49 +00:00
2571c3ae9e
Rearchitected Active Info Storage calculators to use a common parent class for data collection, and underlying mutual information classes for the implementation specifics. Includes adding Kraskov and Gaussian Active Info Storage calculators, and implementing embedding delay for the past history.
2014-03-26 04:05:20 +00:00
b4645584fe
Added new method generateRandomPerturbations(int, int) to RandomGenerator, and switched all computeSignificance methods to use this (since there's no need for checking for distinct perturbations really, and this is much faster). Required adding sortIndices(double[]) method to MatrixUtils
2013-10-18 00:42:12 +00:00
ce1a3b4b31
Extended fix to local cond MI values for handling linear redundancies amongst variables properly in ConditionalMICalculatorMultivariateGaussian - this resolves Issue 16
2013-07-06 13:54:02 +00:00
0907ed495e
Handle linear redundancies amongst variables properly in ConditionalMICalculatorMultivariateGaussian. Still need to extend this to the local conditional MI values
2013-07-06 11:11:56 +00:00
524b277b54
Adding minor utility functions
2013-06-18 07:31:18 +00:00
b17ba9b05c
Minor alterations to utilities, including adding exceptions and adding to-do notes.
2013-03-18 05:55:43 +00:00
4bd22a0984
Reconditioned Conditional MI calculator Kraskov as a child class of Conditional MI calculator Common
2013-03-11 12:55:29 +00:00
cd67da53a4
Patching linear Gaussian estimators to give empirical statistical significance given a certain number of observations.
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Changed implementation of our conditional MI calculators Kraskov via algorithm 2 to my current interpretation of how this should be done.
Added a utility for lagged covariance in MatrixUtils
2013-03-04 06:08:38 +00:00
64f6986d45
Added single array addObservations routines for Complete TE calculator discrete. Removed duplicate copyIntoMatrix method from MatrixUtils (duplicated arrayCopy)
2013-01-23 00:45:01 +00:00
afe224ab11
Added MatrixUtils.copyIntoMatrix utility function to copy part of one 2D matrix into another
2013-01-22 03:36:11 +00:00
030a172d82
Patched covariance calculation, added utils, patched analytic computation of distribution of MI with linear Gaussians, altered comments
2013-01-08 05:37:48 +00:00
731c17def1
Edited comments on MatrixUtils to talk about java-octave 2D matrix conversion issues
2012-10-25 14:08:27 +00:00
6e6a21f54b
Added utility to convert a 1D matrix to a 2D container in MatrixUtils.
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Comment changes to other classes.
2012-10-25 00:47:59 +00:00
cda8689afb
Made sure all discrete calculators use log_2 to make answers in bits (some were still using log of base).
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Merged usual and debug methods for computing average MI in discrete calculator
Added setDebug to super InfoMeasureCalculator
Cleaned up header of InfoMeasureCalculator
Adding TODO comments for Kraskov calculators
Bug fix on MutualInfoCalculatorMultiVariateWithDiscreteKraskov - we weren't normalising incoming observations for computing local MI properly, this is fixed now.
2012-09-05 06:23:48 +00:00
07ce2d0e24
Added determinant computation via Cholesky decomposition for symmetric matrices (more efficient)
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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
b978034f18
Added implementation for local entropy in EntropyCalculatorMultiVariateGaussian + bug fixes
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Added MutualInfoCalculatorMultiVariateWithDiscreteGaussian
Added many javadoc comments
2012-08-16 05:40:29 +00:00
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.
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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
9a86ee8152
Added classes for joint entropy and multivariate mutual information calculation with gaussian assumption.
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Restructured MeasurementDistribution to have child classes EmpiricalMeasurementDistribution and AnalyticMeasurementDistribution - this resulted in many classes being altered.
Added ChiSquare distribution methods to MathsUtils.
Added more covariance methods to MatrixUtils.
2012-08-01 07:26:18 +00:00
6af2a5b0a1
Added more covariance methods to MatrixUtils.
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Changed method signatures for initialisers for multivariate channel calculator (transfer entropy and mutual information) classes to have source dimensions before destination dimensions, in line with the addObservations (etc.) methods.
2012-07-23 07:29:52 +00:00
4bb762c119
Added implementation of differential entropy for Gaussian variables.
2012-07-20 12:33:23 +00:00
054044ccf6
Added doubleToIntArray() methods to allow Octave users to convert native double arrays to int arrays when required.
2012-07-18 05:22:12 +00:00
56d868ca00
Uploading whole of Java Information Dynamics toolkit for the first time.
2012-05-08 00:18:37 +00:00
Joseph Lizier