Java tutorial
/* * Copyright (C) 2016 Stefan Hen * * 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 com.insightml.data.samples; import java.util.Random; import org.apache.commons.math3.util.Pair; public interface ISamples<S extends Sample, E> extends Iterable<S> { S get(int i); int getId(int i); int size(); int numLabels(); E[] expected(int labelIndex); double[] weights(int labelIndex); int numFeatures(); String[] featureNames(); double[][] features(); int[][] orderedIndexes(); ISamples<S, E> subset(int[] indexes); ISamples<S, E> subset(int from, int to); Pair<ISamples<S, E>, ISamples<S, E>> sample(double ratio, Random random); ISamples<S, E> filterFeatures(boolean[] keep); ISamples<S, E> sampleFeatures(double ratio, Random random); ISamples<S, E> randomize(Random random); }