001/* 002 * Copyright (c) 2012, Regents of the University of Colorado 003 * All rights reserved. 004 * 005 * Redistribution and use in source and binary forms, with or without 006 * modification, are permitted provided that the following conditions are met: 007 * 008 * Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. 009 * Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. 010 * Neither the name of the University of Colorado at Boulder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. 011 * 012 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" 013 * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE 014 * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE 015 * ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR CONTRIBUTORS BE 016 * LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR 017 * CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF 018 * SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS 019 * INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN 020 * CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) 021 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE 022 * POSSIBILITY OF SUCH DAMAGE. 023 */ 024package org.cleartk.ml; 025 026import java.util.ArrayList; 027import java.util.List; 028 029/** 030 * Provides static methods for working with {@link Instance} objects. 031 * 032 * <br> 033 * Copyright (c) 2012, Regents of the University of Colorado <br> 034 * All rights reserved. 035 * 036 * @author Steven Bethard 037 */ 038public class Instances { 039 /** 040 * Create a list of Instances from a list of outcomes and a list of feature-lists. 041 * 042 * There must be exactly one outcome for each feature list. 043 * 044 * @param outcomes 045 * The list of classifier outcomes. 046 * @param featureLists 047 * The list of classifier feature-lists. 048 * @return A list of Instances produced by matchin the outcomes and feature-lists pairwise. 049 */ 050 public static <OUTCOME_TYPE> List<Instance<OUTCOME_TYPE>> toInstances( 051 List<OUTCOME_TYPE> outcomes, 052 List<List<Feature>> featureLists) { 053 int nOutcomes = outcomes.size(); 054 int nFeatureLists = featureLists.size(); 055 if (nOutcomes != nFeatureLists) { 056 String message = "expected the same number of outcomes (%d) as featureLists (%d)"; 057 throw new IllegalArgumentException(String.format(message, nOutcomes, nFeatureLists)); 058 } 059 060 List<Instance<OUTCOME_TYPE>> instances = new ArrayList<Instance<OUTCOME_TYPE>>(); 061 for (int i = 0; i < nOutcomes; ++i) { 062 instances.add(new Instance<OUTCOME_TYPE>(outcomes.get(i), featureLists.get(i))); 063 } 064 return instances; 065 } 066 067}