diff --git a/src/mlpack/methods/kmeans/dtnn_kmeans_impl.hpp b/src/mlpack/methods/kmeans/dtnn_kmeans_impl.hpp
index 5b43bc6326..985c3594f1 100644
--- a/src/mlpack/methods/kmeans/dtnn_kmeans_impl.hpp
+++ b/src/mlpack/methods/kmeans/dtnn_kmeans_impl.hpp
@@ -176,6 +176,7 @@ void DTNNKMeans<MetricType, MatType, TreeType>::UpdateTree(
     std::vector<size_t>& oldFromNewCentroids,
     arma::mat& newCentroids)
 {
+  const bool prunedLastIteration = node.Stat().StaticPruned();
   node.Stat().StaticPruned() = false;
 
   // Grab information from the parent, if we can.
@@ -225,6 +226,14 @@ void DTNNKMeans<MetricType, MatType, TreeType>::UpdateTree(
         continue; // We didn't visit it and we don't have valid bounds -- so we
                   // can't prune it.
 
+      if (prunedLastIteration)
+      {
+        // It was pruned last iteration but not this iteration.
+        // Set the bounds correctly.
+        upperBounds[index] += node.Stat().StaticUpperBoundMovement();
+        lowerBounds[index] -= node.Stat().StaticLowerBoundMovement();
+      }
+
       prunedPoints[index] = false;
       const size_t owner = assignments[node.Point(i)];
       const double lowerBound = std::min(lowerBounds[index] -
@@ -257,12 +266,18 @@ void DTNNKMeans<MetricType, MatType, TreeType>::UpdateTree(
   }
   else
   {
-    // Adjust bounds for individual points.
-    for (size_t i = 0; i < node.NumDescendants(); ++i)
+    if (prunedLastIteration)
     {
-      upperBounds[node.Descendant(i)] += clusterDistances[node.Stat().Owner()];
-      lowerBounds[node.Descendant(i)] -=
-          clusterDistances[newCentroids.n_cols - 1];
+      // Track total movement while pruned.
+      node.Stat().StaticUpperBoundMovement() +=
+          clusterDistances[node.Stat().Owner()];
+      node.Stat().StaticLowerBoundMovement() +=
+          clusterDistances[newCentroids.n_cols];
+    }
+    else
+    {
+      node.Stat().StaticUpperBoundMovement() = 0.0;
+      node.Stat().StaticLowerBoundMovement() = 0.0;
     }
   }
 
diff --git a/src/mlpack/methods/kmeans/dtnn_statistic.hpp b/src/mlpack/methods/kmeans/dtnn_statistic.hpp
index 82e02c12d2..26013783f6 100644
--- a/src/mlpack/methods/kmeans/dtnn_statistic.hpp
+++ b/src/mlpack/methods/kmeans/dtnn_statistic.hpp
@@ -23,6 +23,8 @@ class DTNNStatistic : public
       owner(size_t(-1)),
       pruned(size_t(-1)),
       staticPruned(false),
+      staticUpperBoundMovement(0.0),
+      staticLowerBoundMovement(0.0),
       centroid()
   {
     // Nothing to do.
@@ -35,7 +37,9 @@ class DTNNStatistic : public
       lowerBound(DBL_MAX),
       owner(size_t(-1)),
       pruned(size_t(-1)),
-      staticPruned(false)
+      staticPruned(false),
+      staticUpperBoundMovement(0.0),
+      staticLowerBoundMovement(0.0)
   {
     // Empirically calculate the centroid.
     centroid.zeros(node.Dataset().n_rows);
@@ -67,6 +71,12 @@ class DTNNStatistic : public
   bool StaticPruned() const { return staticPruned; }
   bool& StaticPruned() { return staticPruned; }
 
+  double StaticUpperBoundMovement() const { return staticUpperBoundMovement; }
+  double& StaticUpperBoundMovement() { return staticUpperBoundMovement; }
+
+  double StaticLowerBoundMovement() const { return staticLowerBoundMovement; }
+  double& StaticLowerBoundMovement() { return staticLowerBoundMovement; }
+
   std::string ToString() const
   {
     std::ostringstream o;
@@ -85,6 +95,8 @@ class DTNNStatistic : public
   size_t owner;
   size_t pruned;
   bool staticPruned;
+  double staticUpperBoundMovement;
+  double staticLowerBoundMovement;
   arma::vec centroid;
 };