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Diffstat (limited to 'FEAST/MIToolbox/RenyiEntropy.h')
-rw-r--r-- | FEAST/MIToolbox/RenyiEntropy.h | 68 |
1 files changed, 68 insertions, 0 deletions
diff --git a/FEAST/MIToolbox/RenyiEntropy.h b/FEAST/MIToolbox/RenyiEntropy.h new file mode 100644 index 0000000..296bc4b --- /dev/null +++ b/FEAST/MIToolbox/RenyiEntropy.h @@ -0,0 +1,68 @@ +/******************************************************************************* +** RenyiEntropy.h +** Part of the mutual information toolbox +** +** Contains functions to calculate the Renyi alpha entropy of a single variable +** H_\alpha(X), the Renyi joint entropy of two variables H_\alpha(X,Y), and the +** conditional Renyi entropy H_\alpha(X|Y) +** +** Author: Adam Pocock +** Created 26/3/2010 +** +** Copyright 2010 Adam Pocock, The University Of Manchester +** www.cs.manchester.ac.uk +** +** This file is part of MIToolbox. +** +** MIToolbox is free software: you can redistribute it and/or modify +** it under the terms of the GNU Lesser General Public License as published by +** the Free Software Foundation, either version 3 of the License, or +** (at your option) any later version. +** +** MIToolbox is distributed in the hope that it will be useful, +** but WITHOUT ANY WARRANTY; without even the implied warranty of +** MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +** GNU Lesser General Public License for more details. +** +** You should have received a copy of the GNU Lesser General Public License +** along with MIToolbox. If not, see <http://www.gnu.org/licenses/>. +** +*******************************************************************************/ + +#ifndef __Renyi_Entropy_H +#define __Renyi_Entropy_H + +#ifdef __cplusplus +extern "C" { +#endif + +/******************************************************************************* +** calculateRenyiEntropy returns the Renyi entropy in log base 2 of dataVector +** H_{\alpha}(X), for \alpha != 1 +** +** length(dataVector) == vectorLength otherwise there +** will be a segmentation fault +*******************************************************************************/ +double calculateRenyiEntropy(double alpha, double *dataVector, int vectorLength); + +/******************************************************************************* +** calculateJointRenyiEntropy returns the Renyi entropy in log base 2 of the +** joint variable of firstVector and secondVector H_{\alpha}(XY), +** for \alpha != 1 +** +** length(firstVector) == length(secondVector) == vectorLength otherwise there +** will be a segmentation fault +*******************************************************************************/ +double calculateJointRenyiEntropy(double alpha, double *firstVector, double *secondVector, int vectorLength); + +/* This function does not return a valid conditonal entropy as it has no +** meaning in Renyi's extension of entropy +double calculateConditionalRenyiEntropy(double alpha, double *dataVector, double *conditionVector, int vectorLength); +*/ + +#ifdef __cplusplus +} +#endif + +#endif + |