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+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.commons.math3.ml.neuralnet.sofm;
+
+import org.apache.commons.math3.ml.neuralnet.sofm.util.ExponentialDecayFunction;
+import org.apache.commons.math3.ml.neuralnet.sofm.util.QuasiSigmoidDecayFunction;
+import org.apache.commons.math3.util.FastMath;
+
+/**
+ * Factory for creating instances of {@link NeighbourhoodSizeFunction}.
+ *
+ * @since 3.3
+ */
+public class NeighbourhoodSizeFunctionFactory {
+ /** Class contains only static methods. */
+ private NeighbourhoodSizeFunctionFactory() {}
+
+ /**
+ * Creates an exponential decay {@link NeighbourhoodSizeFunction function}.
+ * It will compute <code>a e<sup>-x / b</sup></code>,
+ * where {@code x} is the (integer) independent variable and
+ * <ul>
+ * <li><code>a = initValue</code>
+ * <li><code>b = -numCall / ln(valueAtNumCall / initValue)</code>
+ * </ul>
+ *
+ * @param initValue Initial value, i.e.
+ * {@link NeighbourhoodSizeFunction#value(long) value(0)}.
+ * @param valueAtNumCall Value of the function at {@code numCall}.
+ * @param numCall Argument for which the function returns
+ * {@code valueAtNumCall}.
+ * @return the neighbourhood size function.
+ * @throws org.apache.commons.math3.exception.NotStrictlyPositiveException
+ * if {@code initValue <= 0}.
+ * @throws org.apache.commons.math3.exception.NotStrictlyPositiveException
+ * if {@code valueAtNumCall <= 0}.
+ * @throws org.apache.commons.math3.exception.NumberIsTooLargeException
+ * if {@code valueAtNumCall >= initValue}.
+ * @throws org.apache.commons.math3.exception.NotStrictlyPositiveException
+ * if {@code numCall <= 0}.
+ */
+ public static NeighbourhoodSizeFunction exponentialDecay(final double initValue,
+ final double valueAtNumCall,
+ final long numCall) {
+ return new NeighbourhoodSizeFunction() {
+ /** DecayFunction. */
+ private final ExponentialDecayFunction decay
+ = new ExponentialDecayFunction(initValue, valueAtNumCall, numCall);
+
+ /** {@inheritDoc} */
+ public int value(long n) {
+ return (int) FastMath.rint(decay.value(n));
+ }
+ };
+ }
+
+ /**
+ * Creates an sigmoid-like {@code NeighbourhoodSizeFunction function}.
+ * The function {@code f} will have the following properties:
+ * <ul>
+ * <li>{@code f(0) = initValue}</li>
+ * <li>{@code numCall} is the inflexion point</li>
+ * <li>{@code slope = f'(numCall)}</li>
+ * </ul>
+ *
+ * @param initValue Initial value, i.e.
+ * {@link NeighbourhoodSizeFunction#value(long) value(0)}.
+ * @param slope Value of the function derivative at {@code numCall}.
+ * @param numCall Inflexion point.
+ * @return the neighbourhood size function.
+ * @throws org.apache.commons.math3.exception.NotStrictlyPositiveException
+ * if {@code initValue <= 0}.
+ * @throws org.apache.commons.math3.exception.NumberIsTooLargeException
+ * if {@code slope >= 0}.
+ * @throws org.apache.commons.math3.exception.NotStrictlyPositiveException
+ * if {@code numCall <= 0}.
+ */
+ public static NeighbourhoodSizeFunction quasiSigmoidDecay(final double initValue,
+ final double slope,
+ final long numCall) {
+ return new NeighbourhoodSizeFunction() {
+ /** DecayFunction. */
+ private final QuasiSigmoidDecayFunction decay
+ = new QuasiSigmoidDecayFunction(initValue, slope, numCall);
+
+ /** {@inheritDoc} */
+ public int value(long n) {
+ return (int) FastMath.rint(decay.value(n));
+ }
+ };
+ }
+}