Author: erans
Date: Thu Jan  6 16:20:51 2011
New Revision: 1055931

URL: http://svn.apache.org/viewvc?rev=1055931&view=rev
Log:
MATH-458
Removed the checked "MathException" from the interpolator interfaces.
Updated all affected classes.
"LoessInterpolator": Replaced usage of "MathException" with specific
exceptions.

Modified:
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BicubicSplineInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BivariateRealGridInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/LoessInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/NevilleInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/SmoothingPolynomialBicubicSplineInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TricubicSplineInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TrivariateRealGridInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/UnivariateRealInterpolator.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/polynomials/PolynomialFunctionLagrangeForm.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/NotFiniteNumberException.java
    
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/util/LocalizedFormats.java
    
commons/proper/math/trunk/src/main/resources/META-INF/localization/LocalizedFormats_fr.properties
    commons/proper/math/trunk/src/site/xdoc/changes.xml
    
commons/proper/math/trunk/src/test/java/org/apache/commons/math/analysis/interpolation/LoessInterpolatorTest.java

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BicubicSplineInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BicubicSplineInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BicubicSplineInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BicubicSplineInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -16,7 +16,6 @@
  */
 package org.apache.commons.math.analysis.interpolation;
 
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.analysis.UnivariateRealFunction;
 import org.apache.commons.math.analysis.polynomials.PolynomialSplineFunction;
 import org.apache.commons.math.exception.DimensionMismatchException;
@@ -36,8 +35,7 @@ public class BicubicSplineInterpolator
      */
     public BicubicSplineInterpolatingFunction interpolate(final double[] xval,
                                                           final double[] yval,
-                                                          final double[][] 
fval)
-        throws MathException {
+                                                          final double[][] 
fval) {
         if (xval.length == 0 || yval.length == 0 || fval.length == 0) {
             throw new NoDataException();
         }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BivariateRealGridInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BivariateRealGridInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BivariateRealGridInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/BivariateRealGridInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -16,7 +16,6 @@
  */
 package org.apache.commons.math.analysis.interpolation;
 
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.analysis.BivariateRealFunction;
 
 /**
@@ -27,7 +26,7 @@ import org.apache.commons.math.analysis.
  */
 public interface BivariateRealGridInterpolator {
     /**
-     * Computes an interpolating function for the data set.
+     * Compute an interpolating function for the dataset.
      *
      * @param xval All the x-coordinates of the interpolation points, sorted
      * in increasing order.
@@ -35,10 +34,12 @@ public interface BivariateRealGridInterp
      * in increasing order.
      * @param fval The values of the interpolation points on all the grid 
knots:
      * {...@code fval[i][j] = f(xval[i], yval[j])}.
-     * @return a function which interpolates the data set.
-     * @throws MathException if arguments violate assumptions made by the
-     *         interpolation algorithm.
+     * @return a function which interpolates the dataset.
+     * @throws org.apache.commons.math.exception.NoDataException if any of
+     * the arrays has zero length.
+     * @throws org.apache.commons.math.exception.DimensionMismatchException
+     * if the array lengths are inconsistent.
      */
-    BivariateRealFunction interpolate(double[] xval, double[] yval, double[][] 
fval)
-        throws MathException;
+    BivariateRealFunction interpolate(double[] xval, double[] yval,
+                                      double[][] fval);
 }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/LoessInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/LoessInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/LoessInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/LoessInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -19,11 +19,16 @@ package org.apache.commons.math.analysis
 import java.io.Serializable;
 import java.util.Arrays;
 
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.analysis.polynomials.PolynomialSplineFunction;
+import org.apache.commons.math.exception.NotPositiveException;
+import org.apache.commons.math.exception.OutOfRangeException;
+import org.apache.commons.math.exception.DimensionMismatchException;
+import org.apache.commons.math.exception.NoDataException;
+import org.apache.commons.math.exception.NumberIsTooSmallException;
 import org.apache.commons.math.exception.util.Localizable;
 import org.apache.commons.math.exception.util.LocalizedFormats;
 import org.apache.commons.math.util.FastMath;
+import org.apache.commons.math.util.MathUtils;
 
 /**
  * Implements the <a href="http://en.wikipedia.org/wiki/Local_regression";>
@@ -43,22 +48,17 @@ import org.apache.commons.math.util.Fast
  */
 public class LoessInterpolator
         implements UnivariateRealInterpolator, Serializable {
-
     /** Default value of the bandwidth parameter. */
     public static final double DEFAULT_BANDWIDTH = 0.3;
-
     /** Default value of the number of robustness iterations. */
     public static final int DEFAULT_ROBUSTNESS_ITERS = 2;
-
     /**
      * Default value for accuracy.
      * @since 2.1
      */
     public static final double DEFAULT_ACCURACY = 1e-12;
-
     /** serializable version identifier. */
     private static final long serialVersionUID = 5204927143605193821L;
-
     /**
      * The bandwidth parameter: when computing the loess fit at
      * a particular point, this fraction of source points closest
@@ -68,7 +68,6 @@ public class LoessInterpolator
      * A sensible value is usually 0.25 to 0.5.
      */
     private final double bandwidth;
-
     /**
      * The number of robustness iterations parameter: this many
      * robustness iterations are done.
@@ -77,7 +76,6 @@ public class LoessInterpolator
      * robustness iterations) to 4.
      */
     private final int robustnessIters;
-
     /**
      * If the median residual at a certain robustness iteration
      * is less than this amount, no more iterations are done.
@@ -99,7 +97,7 @@ public class LoessInterpolator
     }
 
     /**
-     * Constructs a new {...@link LoessInterpolator}
+     * Construct a new {...@link LoessInterpolator}
      * with given bandwidth and number of robustness iterations.
      * <p>
      * Calling this constructor is equivalent to calling {link {...@link
@@ -117,16 +115,15 @@ public class LoessInterpolator
      * A sensible value is usually 0 (just the initial fit without any
      * robustness iterations) to 4, the default value is
      * {...@link #DEFAULT_ROBUSTNESS_ITERS}.
-     * @throws MathException if bandwidth does not lie in the interval [0,1]
-     * or if robustnessIters is negative.
+
      * @see #LoessInterpolator(double, int, double)
      */
-    public LoessInterpolator(double bandwidth, int robustnessIters) throws 
MathException {
+    public LoessInterpolator(double bandwidth, int robustnessIters) {
         this(bandwidth, robustnessIters, DEFAULT_ACCURACY);
     }
 
     /**
-     * Constructs a new {...@link LoessInterpolator}
+     * Construct a new {...@link LoessInterpolator}
      * with given bandwidth, number of robustness iterations and accuracy.
      *
      * @param bandwidth  when computing the loess fit at
@@ -141,19 +138,19 @@ public class LoessInterpolator
      * {...@link #DEFAULT_ROBUSTNESS_ITERS}.
      * @param accuracy If the median residual at a certain robustness iteration
      * is less than this amount, no more iterations are done.
-     * @throws MathException if bandwidth does not lie in the interval [0,1]
-     * or if robustnessIters is negative.
+     * @throws OutOfRangeException if bandwidth does not lie in the interval 
[0,1].
+     * @throws NotPositiveException if {...@code robustnessIters} is negative.
      * @see #LoessInterpolator(double, int)
      * @since 2.1
      */
-    public LoessInterpolator(double bandwidth, int robustnessIters, double 
accuracy) throws MathException {
-        if (bandwidth < 0 || bandwidth > 1) {
-            throw new MathException(LocalizedFormats.BANDWIDTH_OUT_OF_INTERVAL,
-                                    bandwidth);
+    public LoessInterpolator(double bandwidth, int robustnessIters, double 
accuracy) {
+        if (bandwidth < 0 ||
+            bandwidth > 1) {
+            throw new OutOfRangeException(LocalizedFormats.BANDWIDTH, 
bandwidth, 0, 1);
         }
         this.bandwidth = bandwidth;
         if (robustnessIters < 0) {
-            throw new 
MathException(LocalizedFormats.NEGATIVE_ROBUSTNESS_ITERATIONS, robustnessIters);
+            throw new 
NotPositiveException(LocalizedFormats.ROBUSTNESS_ITERATIONS, robustnessIters);
         }
         this.robustnessIters = robustnessIters;
         this.accuracy = accuracy;
@@ -169,51 +166,58 @@ public class LoessInterpolator
      * @param xval the arguments for the interpolation points
      * @param yval the values for the interpolation points
      * @return A cubic spline built upon a loess fit to the data at the 
original abscissae
-     * @throws MathException  if some of the following conditions are false:
-     * <ul>
-     * <li> Arguments and values are of the same size that is greater than 
zero</li>
-     * <li> The arguments are in a strictly increasing order</li>
-     * <li> All arguments and values are finite real numbers</li>
-     * </ul>
+     * @throws org.apache.commons.math.exception.NonMonotonousSequenceException
+     * if {...@code xval} not sorted in strictly increasing order.
+     * @throws DimensionMismatchException if {...@code xval} and {...@code 
yval} have
+     * different sizes.
+     * @throws NoDataException if {...@code xval} or {...@code yval} has zero 
size.
+     * @throws org.apache.commons.math.exception.NotFiniteNumberException if
+     * any of the arguments and values are not finite real numbers.
+     * @throws NumberIsTooSmallException if the bandwidth is too small to
+     * accomodate the size of the input data (i.e. the bandwidth must be
+     * larger than 2/n).
      */
-    public final PolynomialSplineFunction interpolate(
-            final double[] xval, final double[] yval) throws MathException {
+    public final PolynomialSplineFunction interpolate(final double[] xval, 
final double[] yval) {
         return new SplineInterpolator().interpolate(xval, smooth(xval, yval));
     }
 
     /**
      * Compute a weighted loess fit on the data at the original abscissae.
      *
-     * @param xval the arguments for the interpolation points
-     * @param yval the values for the interpolation points
-     * @param weights point weights: coefficients by which the robustness 
weight of a point is multiplied
-     * @return values of the loess fit at corresponding original abscissae
-     * @throws MathException if some of the following conditions are false:
-     * <ul>
-     * <li> Arguments and values are of the same size that is greater than 
zero</li>
-     * <li> The arguments are in a strictly increasing order</li>
-     * <li> All arguments and values are finite real numbers</li>
-     * </ul>
+     * @param xval Arguments for the interpolation points.
+     * @param yval Values for the interpolation points.
+     * @param weights point weights: coefficients by which the robustness 
weight
+     * of a point is multiplied.
+     * @return the values of the loess fit at corresponding original abscissae.
+     * @throws org.apache.commons.math.exception.NonMonotonousSequenceException
+     * if {...@code xval} not sorted in strictly increasing order.
+     * @throws DimensionMismatchException if {...@code xval} and {...@code 
yval} have
+     * different sizes.
+     * @throws NoDataException if {...@code xval} or {...@code yval} has zero 
size.
+     * @throws org.apache.commons.math.exception.NotFiniteNumberException if
+     * any of the arguments and values are not finite real numbers.
+     * @throws NumberIsTooSmallException if the bandwidth is too small to
+     * accomodate the size of the input data (i.e. the bandwidth must be
+     * larger than 2/n).
      * @since 2.1
      */
-    public final double[] smooth(final double[] xval, final double[] yval, 
final double[] weights)
-            throws MathException {
+    public final double[] smooth(final double[] xval, final double[] yval,
+                                 final double[] weights)  {
         if (xval.length != yval.length) {
-            throw new 
MathException(LocalizedFormats.MISMATCHED_LOESS_ABSCISSA_ORDINATE_ARRAYS,
-                                    xval.length, yval.length);
+            throw new DimensionMismatchException(xval.length, yval.length);
         }
 
         final int n = xval.length;
 
         if (n == 0) {
-            throw new 
MathException(LocalizedFormats.LOESS_EXPECTS_AT_LEAST_ONE_POINT);
+            throw new NoDataException();
         }
 
-        checkAllFiniteReal(xval, LocalizedFormats.NON_REAL_FINITE_ABSCISSA);
-        checkAllFiniteReal(yval, LocalizedFormats.NON_REAL_FINITE_ORDINATE);
-        checkAllFiniteReal(weights, LocalizedFormats.NON_REAL_FINITE_WEIGHT);
+        checkAllFiniteReal(xval);
+        checkAllFiniteReal(yval);
+        checkAllFiniteReal(weights);
 
-        checkStrictlyIncreasing(xval);
+        MathUtils.checkOrder(xval);
 
         if (n == 1) {
             return new double[]{yval[0]};
@@ -226,8 +230,8 @@ public class LoessInterpolator
         int bandwidthInPoints = (int) (bandwidth * n);
 
         if (bandwidthInPoints < 2) {
-            throw new MathException(LocalizedFormats.TOO_SMALL_BANDWIDTH,
-                                    n, 2.0 / n, bandwidth);
+            throw new NumberIsTooSmallException(LocalizedFormats.BANDWIDTH,
+                                                bandwidthInPoints, 2, true);
         }
 
         final double[] res = new double[n];
@@ -349,18 +353,20 @@ public class LoessInterpolator
      * @param xval the arguments for the interpolation points
      * @param yval the values for the interpolation points
      * @return values of the loess fit at corresponding original abscissae
-     * @throws MathException if some of the following conditions are false:
-     * <ul>
-     * <li> Arguments and values are of the same size that is greater than 
zero</li>
-     * <li> The arguments are in a strictly increasing order</li>
-     * <li> All arguments and values are finite real numbers</li>
-     * </ul>
+     * @throws org.apache.commons.math.exception.NonMonotonousSequenceException
+     * if {...@code xval} not sorted in strictly increasing order.
+     * @throws DimensionMismatchException if {...@code xval} and {...@code 
yval} have
+     * different sizes.
+     * @throws NoDataException if {...@code xval} or {...@code yval} has zero 
size.
+     * @throws org.apache.commons.math.exception.NotFiniteNumberException if
+     * any of the arguments and values are not finite real numbers.
+     * @throws NumberIsTooSmallException if the bandwidth is too small to
+     * accomodate the size of the input data (i.e. the bandwidth must be
+     * larger than 2/n).
      */
-    public final double[] smooth(final double[] xval, final double[] yval)
-            throws MathException {
+    public final double[] smooth(final double[] xval, final double[] yval) {
         if (xval.length != yval.length) {
-            throw new 
MathException(LocalizedFormats.MISMATCHED_LOESS_ABSCISSA_ORDINATE_ARRAYS,
-                                    xval.length, yval.length);
+            throw new DimensionMismatchException(xval.length, yval.length);
         }
 
         final double[] unitWeights = new double[xval.length];
@@ -371,16 +377,17 @@ public class LoessInterpolator
 
     /**
      * Given an index interval into xval that embraces a certain number of
-     * points closest to xval[i-1], update the interval so that it embraces
-     * the same number of points closest to xval[i], ignoring zero weights.
+     * points closest to {...@code xval[i-1]}, update the interval so that it
+     * embraces the same number of points closest to {...@code xval[i]},
+     * ignoring zero weights.
      *
-     * @param xval arguments array
-     * @param weights weights array
-     * @param i the index around which the new interval should be computed
-     * @param bandwidthInterval a two-element array {left, right} such that: 
<p/>
-     * <tt>(left==0 or xval[i] - xval[left-1] > xval[right] - xval[i])</tt>
-     * <p/> and also <p/>
-     * <tt>(right==xval.length-1 or xval[right+1] - xval[i] > xval[i] - 
xval[left])</tt>.
+     * @param xval Arguments array.
+     * @param weights Weights array.
+     * @param i Index around which the new interval should be computed.
+     * @param bandwidthInterval a two-element array {left, right} such that:
+     * {...@code (left==0 or xval[i] - xval[left-1] > xval[right] - xval[i])}
+     * and
+     * {...@code (right==xval.length-1 or xval[right+1] - xval[i] > xval[i] - 
xval[left])}.
      * The array will be updated.
      */
     private static void updateBandwidthInterval(final double[] xval, final 
double[] weights,
@@ -400,15 +407,17 @@ public class LoessInterpolator
     }
 
     /**
-     * Returns the smallest index j such that j > i && (j==weights.length || 
weights[j] != 0)
-     * @param weights weights array
-     * @param i the index from which to start search; must be < weights.length
-     * @return the smallest index j such that j > i && (j==weights.length || 
weights[j] != 0)
+     * Return the smallest index {...@code j} such that
+     * {...@code j > i && (j == weights.length || weights[j] != 0)}.
+     *
+     * @param weights Weights array.
+     * @param i Index from which to start search.
+     * @return the smallest compliant index.
      */
     private static int nextNonzero(final double[] weights, final int i) {
         int j = i + 1;
         while(j < weights.length && weights[j] == 0) {
-            j++;
+            ++j;
         }
         return j;
     }
@@ -418,8 +427,8 @@ public class LoessInterpolator
      * <a 
href="http://en.wikipedia.org/wiki/Local_regression#Weight_function";>tricube</a>
      * weight function
      *
-     * @param x the argument
-     * @return (1-|x|^3)^3
+     * @param x Argument.
+     * @return <code>(1 - |x|<sup>3</sup>)<sup>3</sup></code>.
      */
     private static double tricube(final double x) {
         final double tmp = 1 - x * x * x;
@@ -429,35 +438,13 @@ public class LoessInterpolator
     /**
      * Check that all elements of an array are finite real numbers.
      *
-     * @param values the values array
-     * @param pattern pattern of the error message
-     * @throws MathException if one of the values is not a finite real number
+     * @param values Values array.
+     * @throws org.apache.commons.math.exception.NotFiniteNumberException
+     * if one of the values is not a finite real number.
      */
-    private static void checkAllFiniteReal(final double[] values, final 
Localizable pattern)
-        throws MathException {
+    private static void checkAllFiniteReal(final double[] values) {
         for (int i = 0; i < values.length; i++) {
-            final double x = values[i];
-            if (Double.isInfinite(x) || Double.isNaN(x)) {
-                throw new MathException(pattern, i, x);
-            }
-        }
-    }
-
-    /**
-     * Check that elements of the abscissae array are in a strictly
-     * increasing order.
-     *
-     * @param xval the abscissae array
-     * @throws MathException if the abscissae array
-     * is not in a strictly increasing order
-     */
-    private static void checkStrictlyIncreasing(final double[] xval)
-        throws MathException {
-        for (int i = 0; i < xval.length; ++i) {
-            if (i >= 1 && xval[i - 1] >= xval[i]) {
-                throw new 
MathException(LocalizedFormats.OUT_OF_ORDER_ABSCISSA_ARRAY,
-                                        i - 1, xval[i - 1], i, xval[i]);
-            }
+            MathUtils.checkFinite(values[i]);
         }
     }
 }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/NevilleInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/NevilleInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/NevilleInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/NevilleInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -18,7 +18,6 @@ package org.apache.commons.math.analysis
 
 import java.io.Serializable;
 
-import org.apache.commons.math.MathException;
 import 
org.apache.commons.math.analysis.polynomials.PolynomialFunctionLagrangeForm;
 
 /**
@@ -45,10 +44,14 @@ public class NevilleInterpolator impleme
      * @param x the interpolating points array
      * @param y the interpolating values array
      * @return a function which interpolates the data set
-     * @throws MathException if arguments are invalid
+     * @throws org.apache.commons.math.exception.DimensionMismatchException if
+     * the array lengths are different.
+     * @throws org.apache.commons.math.exception.NumberIsTooSmallException if
+     * the number of points is less than 2.
+     * @throws org.apache.commons.math.exception.NonMonotonousSequenceException
+     * if two abscissae have the same value.
      */
-    public PolynomialFunctionLagrangeForm interpolate(double x[], double y[])
-        throws MathException {
+    public PolynomialFunctionLagrangeForm interpolate(double x[], double y[]) {
         return new PolynomialFunctionLagrangeForm(x, y);
     }
 }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/SmoothingPolynomialBicubicSplineInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/SmoothingPolynomialBicubicSplineInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/SmoothingPolynomialBicubicSplineInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/SmoothingPolynomialBicubicSplineInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -18,7 +18,6 @@ package org.apache.commons.math.analysis
 
 import org.apache.commons.math.exception.DimensionMismatchException;
 import org.apache.commons.math.exception.NoDataException;
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.util.MathUtils;
 import org.apache.commons.math.optimization.general.GaussNewtonOptimizer;
 import org.apache.commons.math.optimization.fitting.PolynomialFitter;
@@ -73,8 +72,7 @@ public class SmoothingPolynomialBicubicS
     @Override
     public BicubicSplineInterpolatingFunction interpolate(final double[] xval,
                                                           final double[] yval,
-                                                          final double[][] 
fval)
-        throws MathException {
+                                                          final double[][] 
fval) {
         if (xval.length == 0 || yval.length == 0 || fval.length == 0) {
             throw new NoDataException();
         }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TricubicSplineInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TricubicSplineInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TricubicSplineInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TricubicSplineInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -18,7 +18,6 @@ package org.apache.commons.math.analysis
 
 import org.apache.commons.math.exception.DimensionMismatchException;
 import org.apache.commons.math.exception.NoDataException;
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.util.MathUtils;
 
 /**
@@ -35,8 +34,7 @@ public class TricubicSplineInterpolator
     public TricubicSplineInterpolatingFunction interpolate(final double[] xval,
                                                            final double[] yval,
                                                            final double[] zval,
-                                                           final double[][][] 
fval)
-        throws MathException {
+                                                           final double[][][] 
fval) {
         if (xval.length == 0 || yval.length == 0 || zval.length == 0 || 
fval.length == 0) {
             throw new NoDataException();
         }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TrivariateRealGridInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TrivariateRealGridInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TrivariateRealGridInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/TrivariateRealGridInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -16,7 +16,6 @@
  */
 package org.apache.commons.math.analysis.interpolation;
 
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.analysis.TrivariateRealFunction;
 
 /**
@@ -28,7 +27,7 @@ import org.apache.commons.math.analysis.
  */
 public interface TrivariateRealGridInterpolator {
     /**
-     * Computes an interpolating function for the data set.
+     * Compute an interpolating function for the dataset.
      *
      * @param xval All the x-coordinates of the interpolation points, sorted
      * in increasing order.
@@ -39,11 +38,11 @@ public interface TrivariateRealGridInter
      * @param fval the values of the interpolation points on all the grid 
knots:
      * {...@code fval[i][j][k] = f(xval[i], yval[j], zval[k])}.
      * @return a function that interpolates the data set.
-     * @throws org.apache.commons.math.exception.NoDataException if any of the 
arrays has zero length.
-     * @throws org.apache.commons.math.exception.DimensionMismatchException if 
the array lengths are inconsistent.
-     * @throws MathException if arguments violate assumptions made by the
-     *         interpolation algorithm.
+     * @throws org.apache.commons.math.exception.NoDataException if any of
+     * the arrays has zero length.
+     * @throws org.apache.commons.math.exception.DimensionMismatchException
+     * if the array lengths are inconsistent.
      */
-    TrivariateRealFunction interpolate(double[] xval, double[] yval, double[] 
zval, double[][][] fval)
-        throws MathException;
+    TrivariateRealFunction interpolate(double[] xval, double[] yval, double[] 
zval,
+                                       double[][][] fval);
 }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/UnivariateRealInterpolator.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/UnivariateRealInterpolator.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/UnivariateRealInterpolator.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/interpolation/UnivariateRealInterpolator.java
 Thu Jan  6 16:20:51 2011
@@ -16,7 +16,6 @@
  */
 package org.apache.commons.math.analysis.interpolation;
 
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.analysis.UnivariateRealFunction;
 
 /**
@@ -25,15 +24,14 @@ import org.apache.commons.math.analysis.
  * @version $Revision$ $Date$
  */
 public interface UnivariateRealInterpolator {
-
     /**
-     * Computes an interpolating function for the data set.
-     * @param xval the arguments for the interpolation points
-     * @param yval the values for the interpolation points
-     * @return a function which interpolates the data set
-     * @throws MathException if arguments violate assumptions made by the
-     *         interpolation algorithm
+     * Compute an interpolating function for the dataset.
+     *
+     * @param xval Arguments for the interpolation points.
+     * @param yval Values for the interpolation points.
+     * @return a function which interpolates the dataset.
+     * @throws org.apache.commons.math.exception.MathRuntimeException if the
+     * arguments violate assumptions made by the interpolation algorithm.
      */
-    UnivariateRealFunction interpolate(double xval[], double yval[])
-        throws MathException;
+    UnivariateRealFunction interpolate(double xval[], double yval[]);
 }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/polynomials/PolynomialFunctionLagrangeForm.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/polynomials/PolynomialFunctionLagrangeForm.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/polynomials/PolynomialFunctionLagrangeForm.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/analysis/polynomials/PolynomialFunctionLagrangeForm.java
 Thu Jan  6 16:20:51 2011
@@ -63,7 +63,10 @@ public class PolynomialFunctionLagrangeF
      *
      * @param x interpolating points
      * @param y function values at interpolating points
-     * @throws IllegalArgumentException if input arrays are not valid
+     * @throws DimensionMismatchException if the array lengths are different.
+     * @throws NumberIsTooSmallException if the number of points is less than 
2.
+     * @throws org.apache.commons.math.exception.NonMonotonousSequenceException
+     * if two abscissae have the same value.
      */
     public PolynomialFunctionLagrangeForm(double x[], double y[]) {
         this.x = new double[x.length];

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/NotFiniteNumberException.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/NotFiniteNumberException.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/NotFiniteNumberException.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/NotFiniteNumberException.java
 Thu Jan  6 16:20:51 2011
@@ -36,8 +36,8 @@ public class NotFiniteNumberException ex
      * @param args Optional arguments.
      */
     public NotFiniteNumberException(Number wrong,
-                                    Object ... arguments) {
-        this(null, wrong, arguments);
+                                    Object ... args) {
+        this(null, wrong, args);
     }
 
     /**
@@ -49,8 +49,8 @@ public class NotFiniteNumberException ex
      */
     public NotFiniteNumberException(Localizable specific,
                                     Number wrong,
-                                    Object ... arguments) {
+                                    Object ... args) {
         super(specific, LocalizedFormats.NOT_FINITE_NUMBER,
-              wrong, arguments);
+              wrong, args);
     }
 }

Modified: 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/util/LocalizedFormats.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/util/LocalizedFormats.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/util/LocalizedFormats.java
 (original)
+++ 
commons/proper/math/trunk/src/main/java/org/apache/commons/math/exception/util/LocalizedFormats.java
 Thu Jan  6 16:20:51 2011
@@ -47,7 +47,7 @@ public enum LocalizedFormats implements 
     ASSYMETRIC_EIGEN_NOT_SUPPORTED("eigen decomposition of assymetric matrices 
not supported yet"),
     AT_LEAST_ONE_COLUMN("matrix must have at least one column"),
     AT_LEAST_ONE_ROW("matrix must have at least one row"),
-    BANDWIDTH_OUT_OF_INTERVAL("bandwidth must be in the interval [0,1], but 
got {0}"),
+    BANDWIDTH("bandwidth ({0})"),
     BINOMIAL_INVALID_PARAMETERS_ORDER("must have n >= k for binomial 
coefficient (n, k), got k = {0}, n = {1}"),
     BINOMIAL_NEGATIVE_PARAMETER("must have n >= 0 for binomial coefficient (n, 
k), got n = {0}"),
     CANNOT_CLEAR_STATISTIC_CONSTRUCTED_FROM_EXTERNAL_MOMENTS("statistics 
constructed from external moments cannot be cleared"),
@@ -160,7 +160,7 @@ public enum LocalizedFormats implements 
     NUMBER_OF_SUCCESSES("number of successes ({0})"), /* keep */
     NEGATIVE_NUMBER_OF_TRIALS("number of trials must be non-negative ({0})"),
     NUMBER_OF_TRIALS("number of trials ({0})"),
-    NEGATIVE_ROBUSTNESS_ITERATIONS("the number of robustness iterations must 
be non-negative, but got {0}"),
+    ROBUSTNESS_ITERATIONS("number of robustness iterations ({0})"),
     START_POSITION("start position ({0})"), /* keep */
     NON_CONVERGENT_CONTINUED_FRACTION("Continued fraction convergents failed 
to converge (in less than {0} iterations) for value {1}"),
     NON_POSITIVE_MICROSPHERE_ELEMENTS("number of microsphere elements must be 
positive, but got {0}"),
@@ -285,7 +285,6 @@ public enum LocalizedFormats implements 
     SUBARRAY_ENDS_AFTER_ARRAY_END("subarray ends after array end"),
     TOO_LARGE_CUTOFF_SINGULAR_VALUE("cutoff singular value is {0}, should be 
at most {1}"),
     TOO_MANY_ELEMENTS_TO_DISCARD_FROM_ARRAY("cannot discard {0} elements from 
a {1} elements array"),
-    TOO_SMALL_BANDWIDTH("the bandwidth must be large enough to accomodate at 
least 2 points. There are {0}  data points, and bandwidth must be at least {1}  
but it is only {2}"),
     TOO_SMALL_COST_RELATIVE_TOLERANCE("cost relative tolerance is too small 
({0}), no further reduction in the sum of squares is possible"),
     TOO_SMALL_INTEGRATION_INTERVAL("too small integration interval: length = 
{0}"),
     TOO_SMALL_ORTHOGONALITY_TOLERANCE("orthogonality tolerance is too small 
({0}), solution is orthogonal to the jacobian"),

Modified: 
commons/proper/math/trunk/src/main/resources/META-INF/localization/LocalizedFormats_fr.properties
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/main/resources/META-INF/localization/LocalizedFormats_fr.properties?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/main/resources/META-INF/localization/LocalizedFormats_fr.properties
 (original)
+++ 
commons/proper/math/trunk/src/main/resources/META-INF/localization/LocalizedFormats_fr.properties
 Thu Jan  6 16:20:51 2011
@@ -19,7 +19,7 @@ ARRAY_SUMS_TO_ZERO = somme du tableau nu
 ASSYMETRIC_EIGEN_NOT_SUPPORTED = la d\u00e9composition en valeurs/vecteurs 
propres de matrices 
 AT_LEAST_ONE_COLUMN = une matrice doit comporter au moins une colonne
 AT_LEAST_ONE_ROW = une matrice doit comporter au moins une ligne
-BANDWIDTH_OUT_OF_INTERVAL = la bande passante devrait \u00eatre dans 
l''intervalle [0,1], elle est de {0}
+BANDWIDTH = bande passante ({0})
 BINOMIAL_INVALID_PARAMETERS_ORDER = n doit \u00eatre sup\u00e9rieur ou 
\u00e9gal \u00e0 k pour le coefficient du bin\u00f4me (n, k), or k = {0}, n = 
{1}
 BINOMIAL_NEGATIVE_PARAMETER = n doit \u00eatre positif pour le coefficient du 
bin\u00f4me (n, k), or n = {0}
 CANNOT_CLEAR_STATISTIC_CONSTRUCTED_FROM_EXTERNAL_MOMENTS = les statistiques 
bas\u00e9es sur des moments externes ne peuvent pas \u00eatre remises \u00e0 
z\u00e9ro
@@ -257,7 +257,6 @@ SINGULAR_MATRIX = matrice singuli\u00e8r
 SUBARRAY_ENDS_AFTER_ARRAY_END = le sous-tableau se termine apr\u00e8s la fin 
du tableau
 TOO_LARGE_CUTOFF_SINGULAR_VALUE = la valeur singuli\u00e8re de coupure vaut 
{0}, elle ne devrait pas d\u00e9passer {1}
 TOO_MANY_ELEMENTS_TO_DISCARD_FROM_ARRAY = impossible d''enlever {0} 
\u00e9l\u00e9ments d''un tableau en contenant {1}
-TOO_SMALL_BANDWIDTH = la largeur de bande doit \u00eatre assez grande pour 
supporter au moins 2 points. Il y a {0} donn\u00e9es et la largeur de bande 
doit \u00eatre au moins de {1}, or elle est seulement de {2}
 TOO_SMALL_COST_RELATIVE_TOLERANCE = trop petite tol\u00e9rance relative sur le 
co\u00fbt ({0}), aucune r\u00e9duction de la somme des carr\u00e9s n''est 
possible
 TOO_SMALL_INTEGRATION_INTERVAL = intervalle d''int\u00e9gration trop petit : 
{0}
 TOO_SMALL_ORTHOGONALITY_TOLERANCE = trop petite tol\u00e9rance sur 
l''orthogonalit\u00e9 ({0}), la solution est orthogonale \u00e0 la jacobienne

Modified: commons/proper/math/trunk/src/site/xdoc/changes.xml
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/site/xdoc/changes.xml?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- commons/proper/math/trunk/src/site/xdoc/changes.xml (original)
+++ commons/proper/math/trunk/src/site/xdoc/changes.xml Thu Jan  6 16:20:51 2011
@@ -52,6 +52,10 @@ The <action> type attribute can be add,u
     If the output is not quite correct, check for invisible trailing spaces!
      -->
     <release version="3.0" date="TBD" description="TBD">
+      <action dev="erans" type="fix" issue="MATH-458">
+        Removed "MathException" from the "throws" clause of the "interpolate" 
method
+        of the interpolators interfaces (package "analysis.interpolation").
+      </action>
       <action dev="erans" type="fix" issue="MATH-461">
         In order to comply with the new runtime exceptions policy, the classes
         "RealVectorFormat", "ComplexFormat", "Vector3DFormat" and 
"CompositeFormat"

Modified: 
commons/proper/math/trunk/src/test/java/org/apache/commons/math/analysis/interpolation/LoessInterpolatorTest.java
URL: 
http://svn.apache.org/viewvc/commons/proper/math/trunk/src/test/java/org/apache/commons/math/analysis/interpolation/LoessInterpolatorTest.java?rev=1055931&r1=1055930&r2=1055931&view=diff
==============================================================================
--- 
commons/proper/math/trunk/src/test/java/org/apache/commons/math/analysis/interpolation/LoessInterpolatorTest.java
 (original)
+++ 
commons/proper/math/trunk/src/test/java/org/apache/commons/math/analysis/interpolation/LoessInterpolatorTest.java
 Thu Jan  6 16:20:51 2011
@@ -16,8 +16,15 @@
  */
 package org.apache.commons.math.analysis.interpolation;
 
-import org.apache.commons.math.MathException;
 import org.apache.commons.math.util.FastMath;
+import org.apache.commons.math.exception.NotPositiveException;
+import org.apache.commons.math.exception.OutOfRangeException;
+import org.apache.commons.math.exception.DimensionMismatchException;
+import org.apache.commons.math.exception.NoDataException;
+import org.apache.commons.math.exception.NonMonotonousSequenceException;
+import org.apache.commons.math.exception.NotFiniteNumberException;
+import org.apache.commons.math.exception.NumberIsTooSmallException;
+
 import org.junit.Assert;
 import org.junit.Test;
 
@@ -27,7 +34,7 @@ import org.junit.Test;
 public class LoessInterpolatorTest {
 
     @Test
-    public void testOnOnePoint() throws MathException {
+    public void testOnOnePoint() {
         double[] xval = {0.5};
         double[] yval = {0.7};
         double[] res = new LoessInterpolator().smooth(xval, yval);
@@ -36,7 +43,7 @@ public class LoessInterpolatorTest {
     }
 
     @Test
-    public void testOnTwoPoints() throws MathException {
+    public void testOnTwoPoints() {
         double[] xval = {0.5, 0.6};
         double[] yval = {0.7, 0.8};
         double[] res = new LoessInterpolator().smooth(xval, yval);
@@ -46,7 +53,7 @@ public class LoessInterpolatorTest {
     }
 
     @Test
-    public void testOnStraightLine() throws MathException {
+    public void testOnStraightLine() {
         double[] xval = {1,2,3,4,5};
         double[] yval = {2,4,6,8,10};
         LoessInterpolator li = new LoessInterpolator(0.6, 2, 1e-12);
@@ -58,7 +65,7 @@ public class LoessInterpolatorTest {
     }
 
     @Test
-    public void testOnDistortedSine() throws MathException {
+    public void testOnDistortedSine() {
         int numPoints = 100;
         double[] xval = new double[numPoints];
         double[] yval = new double[numPoints];
@@ -90,7 +97,7 @@ public class LoessInterpolatorTest {
     }
 
     @Test
-    public void testIncreasingBandwidthIncreasesSmoothness() throws 
MathException {
+    public void testIncreasingBandwidthIncreasesSmoothness() {
         int numPoints = 100;
         double[] xval = new double[numPoints];
         double[] yval = new double[numPoints];
@@ -121,7 +128,7 @@ public class LoessInterpolatorTest {
     }
 
     @Test
-    public void testIncreasingRobustnessItersIncreasesSmoothnessWithOutliers() 
throws MathException {
+    public void testIncreasingRobustnessItersIncreasesSmoothnessWithOutliers() 
{
         int numPoints = 100;
         double[] xval = new double[numPoints];
         double[] yval = new double[numPoints];
@@ -153,74 +160,74 @@ public class LoessInterpolatorTest {
         }
     }
 
-    @Test(expected=MathException.class)
-    public void testUnequalSizeArguments() throws MathException {
+    @Test(expected=DimensionMismatchException.class)
+    public void testUnequalSizeArguments() {
         new LoessInterpolator().smooth(new double[] {1,2,3}, new double[] 
{1,2,3,4});
     }
 
-    @Test(expected=MathException.class)
-    public void testEmptyData() throws MathException {
+    @Test(expected=NoDataException.class)
+    public void testEmptyData() {
         new LoessInterpolator().smooth(new double[] {}, new double[] {});
     }
 
-    @Test(expected=MathException.class)
-    public void testNonStrictlyIncreasing1() throws MathException {
+    @Test(expected=NonMonotonousSequenceException.class)
+    public void testNonStrictlyIncreasing1() {
         new LoessInterpolator().smooth(new double[] {4,3,1,2}, new double[] 
{3,4,5,6});
     }
 
-    @Test(expected=MathException.class)
-    public void testNonStrictlyIncreasing2() throws MathException {
+    @Test(expected=NonMonotonousSequenceException.class)
+    public void testNonStrictlyIncreasing2() {
         new LoessInterpolator().smooth(new double[] {1,2,2,3}, new double[] 
{3,4,5,6});
     }
 
-    @Test(expected=MathException.class)
-    public void testNotAllFiniteReal1() throws MathException {
+    @Test(expected=NotFiniteNumberException.class)
+    public void testNotAllFiniteReal1() {
         new LoessInterpolator().smooth(new double[] {1,2,Double.NaN}, new 
double[] {3,4,5});
     }
 
-    @Test(expected=MathException.class)
-    public void testNotAllFiniteReal2() throws MathException {
+    @Test(expected=NotFiniteNumberException.class)
+    public void testNotAllFiniteReal2() {
         new LoessInterpolator().smooth(new double[] 
{1,2,Double.POSITIVE_INFINITY}, new double[] {3,4,5});
     }
 
-    @Test(expected=MathException.class)
-    public void testNotAllFiniteReal3() throws MathException {
+    @Test(expected=NotFiniteNumberException.class)
+    public void testNotAllFiniteReal3() {
         new LoessInterpolator().smooth(new double[] 
{1,2,Double.NEGATIVE_INFINITY}, new double[] {3,4,5});
     }
 
-    @Test(expected=MathException.class)
-    public void testNotAllFiniteReal4() throws MathException {
+    @Test(expected=NotFiniteNumberException.class)
+    public void testNotAllFiniteReal4() {
         new LoessInterpolator().smooth(new double[] {3,4,5}, new double[] 
{1,2,Double.NaN});
     }
 
-    @Test(expected=MathException.class)
-    public void testNotAllFiniteReal5() throws MathException {
+    @Test(expected=NotFiniteNumberException.class)
+    public void testNotAllFiniteReal5() {
         new LoessInterpolator().smooth(new double[] {3,4,5}, new double[] 
{1,2,Double.POSITIVE_INFINITY});
     }
 
-    @Test(expected=MathException.class)
-    public void testNotAllFiniteReal6() throws MathException {
+    @Test(expected=NotFiniteNumberException.class)
+    public void testNotAllFiniteReal6() {
         new LoessInterpolator().smooth(new double[] {3,4,5}, new double[] 
{1,2,Double.NEGATIVE_INFINITY});
     }
 
-    @Test(expected=MathException.class)
-    public void testInsufficientBandwidth() throws MathException {
+    @Test(expected=NumberIsTooSmallException.class)
+    public void testInsufficientBandwidth() {
         LoessInterpolator li = new LoessInterpolator(0.1, 3, 1e-12);
         li.smooth(new double[] {1,2,3,4,5,6,7,8,9,10,11,12}, new double[] 
{1,2,3,4,5,6,7,8,9,10,11,12});
     }
 
-    @Test(expected=MathException.class)
-    public void testCompletelyIncorrectBandwidth1() throws MathException {
+    @Test(expected=OutOfRangeException.class)
+    public void testCompletelyIncorrectBandwidth1() {
         new LoessInterpolator(-0.2, 3, 1e-12);
     }
 
-    @Test(expected=MathException.class)
-    public void testCompletelyIncorrectBandwidth2() throws MathException {
+    @Test(expected=OutOfRangeException.class)
+    public void testCompletelyIncorrectBandwidth2() {
         new LoessInterpolator(1.1, 3, 1e-12);
     }
 
     @Test
-    public void testMath296withoutWeights() throws MathException {
+    public void testMath296withoutWeights() {
         double[] xval = {
                 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0,
                  1.1, 1.2, 1.3, 1.4, 1.5, 1.6, 1.7, 1.8, 1.9, 2.0};
@@ -251,5 +258,4 @@ public class LoessInterpolatorTest {
             x += dx * (1 + (2 * FastMath.random() - 1) * xnoise);
         }
     }
-
 }


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