[mlpack] 21/324: more R tree stuff. Still no build
Barak A. Pearlmutter
barak+git at cs.nuim.ie
Sun Aug 17 08:21:52 UTC 2014
This is an automated email from the git hooks/post-receive script.
bap pushed a commit to branch svn-trunk
in repository mlpack.
commit bf8e28378f5bb9ac0fa9167c020a3cc8d2089402
Author: andrewmw94 <andrewmw94 at 9d5b8971-822b-0410-80eb-d18c1038ef23>
Date: Mon May 26 21:20:41 2014 +0000
more R tree stuff. Still no build
git-svn-id: http://svn.cc.gatech.edu/fastlab/mlpack/trunk@16552 9d5b8971-822b-0410-80eb-d18c1038ef23
---
.../binary_space_tree/binary_space_tree_impl.hpp | 2 +-
.../core/tree/rectangle_tree/rectangle_tree.hpp | 10 +++++++-
.../tree/rectangle_tree/rectangle_tree_impl.hpp | 30 +++++++++++++++++++++-
3 files changed, 39 insertions(+), 3 deletions(-)
diff --git a/src/mlpack/core/tree/binary_space_tree/binary_space_tree_impl.hpp b/src/mlpack/core/tree/binary_space_tree/binary_space_tree_impl.hpp
index 9aa3883..506900a 100644
--- a/src/mlpack/core/tree/binary_space_tree/binary_space_tree_impl.hpp
+++ b/src/mlpack/core/tree/binary_space_tree/binary_space_tree_impl.hpp
@@ -441,7 +441,7 @@ inline double BinarySpaceTree<BoundType, StatisticType, MatType, SplitType>::
if (!IsLeaf())
return 0.0;
- // Otherwise return the distance from a corner of the bound to the centroid.
+ // Otherwise return the distance from the centroid to a corner of the bound.
return 0.5 * bound.Diameter();
}
diff --git a/src/mlpack/core/tree/rectangle_tree/rectangle_tree.hpp b/src/mlpack/core/tree/rectangle_tree/rectangle_tree.hpp
index 12c879d..3bf26a0 100644
--- a/src/mlpack/core/tree/rectangle_tree/rectangle_tree.hpp
+++ b/src/mlpack/core/tree/rectangle_tree/rectangle_tree.hpp
@@ -28,7 +28,9 @@ namespace tree /** Trees and tree-building procedures. */ {
*/
template<typename StatisticType = EmptyStatistic,
- typename MatType = arma::mat>
+ typename MatType = arma::mat,
+ typename SplitType = EmptySplit,
+ typename DescentType = EmptyDescent>
class RectangleTree
{
private:
@@ -88,6 +90,12 @@ class RectangleTree
~RectangleTree();
/**
+ * Inserts a point into the tree. The point will be copied to the data matrix
+ * of the leaf node where it is finally inserted.
+ */
+ void InsertPoint(const arma::vec& point);
+
+ /**
* Find a node in this tree by its begin and count (const).
*
* Every node is uniquely identified by these two numbers.
diff --git a/src/mlpack/core/tree/rectangle_tree/rectangle_tree_impl.hpp b/src/mlpack/core/tree/rectangle_tree/rectangle_tree_impl.hpp
index ed18b46..ddc009c 100644
--- a/src/mlpack/core/tree/rectangle_tree/rectangle_tree_impl.hpp
+++ b/src/mlpack/core/tree/rectangle_tree/rectangle_tree_impl.hpp
@@ -18,7 +18,8 @@ namespace tree {
template<typename StatisticType,
typename MatType,
- typename SplitType>
+ typename SplitType
+ typename DescentType>
RectangleTree<StatisticType, MatType, SplitType>::RectangleTree(
MatType& data,
const size_t leafSize):
@@ -29,6 +30,33 @@ RectangleTree<StatisticType, MatType, SplitType>::RectangleTree(
}
/**
+ * Recurse through the tree and insert the point at the leaf node chosen
+ * by the heuristic.
+ */
+template<typename StatisticType,
+ typename MatType,
+ typename SplitType>
+RectangleTree<StatisticType, MatType, SplitType>::
+ InsertPoint(const arma::vec& point)
+{
+ if(numChildren == 0) {
+ data[points++] = point;
+ return;
+ }
+ double minDist = children[0].minDistance(point);
+ int bestIndex = 0;
+ for(int i = 1; i < numChildren; i++) {
+ double dist = children[i].minDistance(point);
+ if(dist < minDist) {
+ minDist = dist;
+ bestIndex = i
+ }
+ }
+ children[bestIndex].InsertPoint(point);
+}
+
+
+/**
* Deletes this node, deallocating the memory for the children and calling
* their destructors in turn. This will invalidate any pointers or references
* to any nodes which are children of this one.
--
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