[mlpack-git] master: Add implementation of the rectifier activation function. (3a602af)

[gitdub at big.cc.gt.atl.ga.us]

Repository : https://github.com/mlpack/mlpack

On branch  : master
Link       : https://github.com/mlpack/mlpack/compare/904762495c039e345beba14c1142fd719b3bd50e...f94823c800ad6f7266995c700b1b630d5ffdcf40

>---------------------------------------------------------------

commit 3a602aff27ba9326fe9d3797b72c83d273dd6146
Author: Marcus Edel <marcus.edel at fu-berlin.de>
Date:   Wed Dec 31 21:52:19 2014 +0100

    Add implementation of the rectifier activation function.


>---------------------------------------------------------------

3a602aff27ba9326fe9d3797b72c83d273dd6146
 .../activation_functions/rectifier_function.hpp    | 95 ++++++++++++++++++++++
 1 file changed, 95 insertions(+)

diff --git a/src/mlpack/methods/ann/activation_functions/rectifier_function.hpp b/src/mlpack/methods/ann/activation_functions/rectifier_function.hpp
new file mode 100644
index 0000000..3eaa2de
--- /dev/null
+++ b/src/mlpack/methods/ann/activation_functions/rectifier_function.hpp
@@ -0,0 +1,95 @@
+/**
+ * @file rectifier_function.hpp
+ * @author Marcus Edel
+ *
+ * Definition and implementation of the rectifier function as described by
+ * V. Nair and G. E. Hinton.
+ *
+ * For more information, see the following paper.
+ *
+ * @code
+ * @misc{NairHinton2010,
+ *   author = {Vinod Nair, Geoffrey E. Hinton},
+ *   title = {Rectified Linear Units Improve Restricted Boltzmann Machines},
+ *   year = {2010}
+ * }
+ * @endcode
+ */
+#ifndef __MLPACK_METHODS_ANN_ACTIVATION_FUNCTIONS_RECTIFIER_FUNCTION_HPP
+#define __MLPACK_METHODS_ANN_ACTIVATION_FUNCTIONS_RECTIFIER_FUNCTION_HPP
+
+#include <mlpack/core.hpp>
+#include <algorithm>
+
+namespace mlpack {
+namespace ann /** Artificial Neural Network. */ {
+
+/**
+ * The rectifier function, defined by
+ *
+ * @f[
+ * f(x) &=& \max(0, x) \\
+ * f'(x) &=& \left\{
+ *   \begin{array}{lr}
+ *     1 & : x > 0 \\
+ *     0 & : x \le 0
+ *   \end{array}
+ * \right
+ * @f]
+ */
+class RectifierFunction
+{
+ public:
+  /**
+   * Computes the rectifier function.
+   *
+   * @param x Input data.
+   * @return f(x).
+   */
+  static double fn(const double x)
+  {
+    return std::max(0.0, x);
+  }
+
+  /**
+   * Computes the rectifier function.
+   *
+   * @param x Input data.
+   * @param y The resulting output activation.
+   */
+  template<typename InputVecType, typename OutputVecType>
+  static void fn(const InputVecType& x, OutputVecType& y)
+  {
+    y = x;
+    y = arma::max(arma::zeros<OutputVecType>(x.n_elem), x);
+  }
+
+  /**
+   * Computes the first derivative of the rectifier function.
+   *
+   * @param x Input data.
+   * @return f'(x)
+   */
+  static double deriv(const double y)
+  {
+    return y > 0 ? 1 : 0;
+  }
+
+  /**
+   * Computes the first derivatives of the rectifier function.
+   *
+   * @param y Input activations.
+   * @param x The resulting derivatives.
+   */
+  template<typename InputVecType, typename OutputVecType>
+  static void deriv(const InputVecType& y, OutputVecType& x)
+  {
+    x = y;
+    x.transform( [](double y) { return deriv(y); } );
+  }
+}; // class RectifierFunction
+
+}; // namespace ann
+}; // namespace mlpack
+
+#endif