/* * ARX: Powerful Data Anonymization * Copyright 2012 - 2017 Fabian Prasser, Florian Kohlmayer and contributors * * Licensed 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.deidentifier.arx.metric; import java.util.Arrays; import org.deidentifier.arx.ARXConfiguration; import org.deidentifier.arx.DataDefinition; import org.deidentifier.arx.framework.check.groupify.HashGroupify; import org.deidentifier.arx.framework.data.Data; import org.deidentifier.arx.framework.data.DataManager; import org.deidentifier.arx.framework.data.GeneralizationHierarchy; import org.deidentifier.arx.framework.lattice.Transformation; /** * This class provides an abstract skeleton for the implementation of weighted metrics. * * @author Fabian Prasser * @author Florian Kohlmayer * @param <T> */ public abstract class MetricWeighted<T extends InformationLoss<?>> extends Metric<T> { /** SSUID. */ private static final long serialVersionUID = 6508220940790010968L; /** The weights. */ protected double[] weights; /** * Constructor. * * @param monotonicWithGeneralization * @param monotonicWithSuppression * @param independent */ public MetricWeighted(final boolean monotonicWithGeneralization, final boolean monotonicWithSuppression, final boolean independent) { super(monotonicWithGeneralization, monotonicWithSuppression, independent, 0.5d); } @Override @SuppressWarnings("unchecked") protected T getLowerBoundInternal(final Transformation node) { return (T)node.getLowerBound(); } @Override @SuppressWarnings("unchecked") protected T getLowerBoundInternal(final Transformation node, final HashGroupify groupify) { return (T)node.getLowerBound(); } @Override protected void initializeInternal(final DataManager manager, final DataDefinition definition, final Data input, final GeneralizationHierarchy[] hierarchies, final ARXConfiguration config) { // Initialize weights weights = new double[hierarchies.length]; double total = 0d; for (int i = 0; i < hierarchies.length; i++) { String attribute = hierarchies[i].getName(); double weight = config.getAttributeWeight(attribute); weights[i] = weight; total += weight; } // Normalize: default case if (total == 0d) { Arrays.fill(weights, 1d); // Weighted case } else { for (int i=0; i<weights.length; i++){ weights[i] /= total; } } } }