/** * 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.mahout.math; public final class Algebra { private Algebra() { } public static Vector mult(Matrix m, Vector v) { if (m.numRows() != v.size()) { throw new CardinalityException(m.numRows(), v.size()); } // Use a Dense Vector for the moment, Vector result = new DenseVector(m.numRows()); for (int i = 0; i < m.numRows(); i++) { result.set(i, m.viewRow(i).dot(v)); } return result; } /** Returns sqrt(a^2 + b^2) without under/overflow. */ public static double hypot(double a, double b) { double r; if (Math.abs(a) > Math.abs(b)) { r = b / a; r = Math.abs(a) * Math.sqrt(1 + r * r); } else if (b != 0) { r = a / b; r = Math.abs(b) * Math.sqrt(1 + r * r); } else { r = 0.0; } return r; } /** * Compute Maximum Absolute Row Sum Norm of input Matrix m * http://mathworld.wolfram.com/MaximumAbsoluteRowSumNorm.html */ public static double getNorm(Matrix m) { double max = 0.0; for (int i = 0; i < m.numRows(); i++) { int sum = 0; Vector cv = m.viewRow(i); for (int j = 0; j < cv.size(); j++) { sum += (int) Math.abs(cv.getQuick(j)); } if (sum > max) { max = sum; } } return max; } }