diff --git a/java/source/infodynamics/measures/continuous/package-info.java b/java/source/infodynamics/measures/continuous/package-info.java
index 6a14f7e..4fab4eb 100755
--- a/java/source/infodynamics/measures/continuous/package-info.java
+++ b/java/source/infodynamics/measures/continuous/package-info.java
@@ -1,7 +1,7 @@
 /**
  * This package contains Java Interfaces for each of the
  * information dynamics measures as applied to continuous data
- * (i.e. double[] or double[][] data), as well as some base
+ * (ie double[] or double[][] data), as well as some base
  * classes for implementations to build on.
  * 
  * <p>Subpackages provides various estimator types which implement
diff --git a/java/source/infodynamics/measures/discrete/package-info.java b/java/source/infodynamics/measures/discrete/package-info.java
index 28a8f5c..5fdf585 100755
--- a/java/source/infodynamics/measures/discrete/package-info.java
+++ b/java/source/infodynamics/measures/discrete/package-info.java
@@ -1,7 +1,7 @@
 /**
  * This package contains Java classes for each of the
  * information dynamics measures as applied to discrete data
- * (i.e. int[] or int[][] data).
+ * (ie int[] or int[][] data).
  * 
  * @author Joseph Lizier (<a href="joseph.lizier at gmail.com">email</a>,
  * <a href="http://lizier.me/joseph/">www</a>)
diff --git a/java/source/infodynamics/measures/mixed/package-info.java b/java/source/infodynamics/measures/mixed/package-info.java
index b72f665..6f162b9 100755
--- a/java/source/infodynamics/measures/mixed/package-info.java
+++ b/java/source/infodynamics/measures/mixed/package-info.java
@@ -2,7 +2,7 @@
  * This package contains Java Interfaces for each of the
  * information dynamics measures as applied to 
  * mixed continuous-discrete data
- * (i.e. double[] or double[][] data mixed with int[]
+ * (ie double[] or double[][] data mixed with int[]
  * or int[][] data).
  * 
  * <p>Subpackages provides various estimator types which implement