ErrorFunctionAnalytical.java

  1. package org.drip.function.e2erf;

  2. /*
  3.  * -*- mode: java; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*-
  4.  */

  5. /*!
  6.  * Copyright (C) 2020 Lakshmi Krishnamurthy
  7.  * Copyright (C) 2019 Lakshmi Krishnamurthy
  8.  *
  9.  *  This file is part of DROP, an open-source library targeting analytics/risk, transaction cost analytics,
  10.  *      asset liability management analytics, capital, exposure, and margin analytics, valuation adjustment
  11.  *      analytics, and portfolio construction analytics within and across fixed income, credit, commodity,
  12.  *      equity, FX, and structured products. It also includes auxiliary libraries for algorithm support,
  13.  *      numerical analysis, numerical optimization, spline builder, model validation, statistical learning,
  14.  *      and computational support.
  15.  *  
  16.  *      https://lakshmidrip.github.io/DROP/
  17.  *  
  18.  *  DROP is composed of three modules:
  19.  *  
  20.  *  - DROP Product Core - https://lakshmidrip.github.io/DROP-Product-Core/
  21.  *  - DROP Portfolio Core - https://lakshmidrip.github.io/DROP-Portfolio-Core/
  22.  *  - DROP Computational Core - https://lakshmidrip.github.io/DROP-Computational-Core/
  23.  *
  24.  *  DROP Product Core implements libraries for the following:
  25.  *  - Fixed Income Analytics
  26.  *  - Loan Analytics
  27.  *  - Transaction Cost Analytics
  28.  *
  29.  *  DROP Portfolio Core implements libraries for the following:
  30.  *  - Asset Allocation Analytics
  31.  *  - Asset Liability Management Analytics
  32.  *  - Capital Estimation Analytics
  33.  *  - Exposure Analytics
  34.  *  - Margin Analytics
  35.  *  - XVA Analytics
  36.  *
  37.  *  DROP Computational Core implements libraries for the following:
  38.  *  - Algorithm Support
  39.  *  - Computation Support
  40.  *  - Function Analysis
  41.  *  - Model Validation
  42.  *  - Numerical Analysis
  43.  *  - Numerical Optimizer
  44.  *  - Spline Builder
  45.  *  - Statistical Learning
  46.  *
  47.  *  Documentation for DROP is Spread Over:
  48.  *
  49.  *  - Main                     => https://lakshmidrip.github.io/DROP/
  50.  *  - Wiki                     => https://github.com/lakshmiDRIP/DROP/wiki
  51.  *  - GitHub                   => https://github.com/lakshmiDRIP/DROP
  52.  *  - Repo Layout Taxonomy     => https://github.com/lakshmiDRIP/DROP/blob/master/Taxonomy.md
  53.  *  - Javadoc                  => https://lakshmidrip.github.io/DROP/Javadoc/index.html
  54.  *  - Technical Specifications => https://github.com/lakshmiDRIP/DROP/tree/master/Docs/Internal
  55.  *  - Release Versions         => https://lakshmidrip.github.io/DROP/version.html
  56.  *  - Community Credits        => https://lakshmidrip.github.io/DROP/credits.html
  57.  *  - Issues Catalog           => https://github.com/lakshmiDRIP/DROP/issues
  58.  *  - JUnit                    => https://lakshmidrip.github.io/DROP/junit/index.html
  59.  *  - Jacoco                   => https://lakshmidrip.github.io/DROP/jacoco/index.html
  60.  *
  61.  *  Licensed under the Apache License, Version 2.0 (the "License");
  62.  *      you may not use this file except in compliance with the License.
  63.  *  
  64.  *  You may obtain a copy of the License at
  65.  *      http://www.apache.org/licenses/LICENSE-2.0
  66.  *  
  67.  *  Unless required by applicable law or agreed to in writing, software
  68.  *      distributed under the License is distributed on an "AS IS" BASIS,
  69.  *      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  70.  *  
  71.  *  See the License for the specific language governing permissions and
  72.  *      limitations under the License.
  73.  */

  74. /**
  75.  * <i>ErrorFunctionAnalytical</i> implements Analytical Versions of the E<sub>2</sub> Error Function (erf)
  76.  * Estimate. The References are:
  77.  *
  78.  * <br><br>
  79.  *  <ul>
  80.  *      <li>
  81.  *          Abramowitz, M., and I. A. Stegun (2007): <i>Handbook of Mathematics Functions</i> <b>Dover Book
  82.  *              on Mathematics</b>
  83.  *      </li>
  84.  *      <li>
  85.  *          Chang, S. H., P. C. Cosman, L. B. Milstein (2011): Chernoff-Type Bounds for Gaussian Error
  86.  *              Function <i>IEEE Transactions on Communications</i> <b>59 (11)</b> 2939-2944
  87.  *      </li>
  88.  *      <li>
  89.  *          Cody, W. J. (1991): Algorithm 715: SPECFUN – A Portable FORTRAN Package of Special Function
  90.  *              Routines and Test Drivers <i>ACM Transactions on Mathematical Software</i> <b>19 (1)</b>
  91.  *              22-32
  92.  *      </li>
  93.  *      <li>
  94.  *          Schopf, H. M., and P. H. Supancic (2014): On Burmann’s Theorem and its Application to Problems of
  95.  *              Linear and Non-linear Heat Transfer and Diffusion
  96.  *              https://www.mathematica-journal.com/2014/11/on-burmanns-theorem-and-its-application-to-problems-of-linear-and-nonlinear-heat-transfer-and-diffusion/#more-39602/
  97.  *      </li>
  98.  *      <li>
  99.  *          Wikipedia (2019): Error Function https://en.wikipedia.org/wiki/Error_function
  100.  *      </li>
  101.  *  </ul>
  102.  *
  103.  *  <br><br>
  104.  *  <ul>
  105.  *      <li><b>Module </b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/ComputationalCore.md">Computational Core Module</a></li>
  106.  *      <li><b>Library</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/NumericalAnalysisLibrary.md">Numerical Analysis Library</a></li>
  107.  *      <li><b>Project</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/function/README.md">R<sup>d</sup> To R<sup>d</sup> Function Analysis</a></li>
  108.  *      <li><b>Package</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/function/e2erf/README.md">E<sub>2</sub> erf and erf<sup>-1</sup> Implementations</a></li>
  109.  *  </ul>
  110.  *
  111.  * @author Lakshmi Krishnamurthy
  112.  */

  113. public class ErrorFunctionAnalytical
  114. {

  115.     /**
  116.      * Construct Winitzki (2008) Version of the E<sub>2</sub> erf Analytical
  117.      *
  118.      * @param a a
  119.      * @param maximumError Maximum Absolute Error
  120.      *
  121.      * @return Winitzki (2008) Version of the E<sub>2</sub> erf Analytical
  122.      */

  123.     public static final org.drip.function.e2erf.AbramowitzStegun Winitzki2008 (
  124.         final double a,
  125.         final double maximumError)
  126.     {
  127.         try
  128.         {
  129.             return !org.drip.numerical.common.NumberUtil.IsValid (a) ? null :
  130.                 new org.drip.function.e2erf.AbramowitzStegun (
  131.                     null,
  132.                     null,
  133.                     maximumError
  134.                 )
  135.             {
  136.                 @Override public double evaluate (
  137.                     final double z)
  138.                     throws java.lang.Exception
  139.                 {
  140.                     if (!org.drip.numerical.common.NumberUtil.IsValid (z))
  141.                     {
  142.                         throw new java.lang.Exception
  143.                             ("ErrorFunctionAnalytical::Winitzki2008::evaluate => Invalid Inputs");
  144.                     }

  145.                     if (0. == z)
  146.                     {
  147.                         return 0.;
  148.                     }

  149.                     if (z < 0)
  150.                     {
  151.                         return -1. * evaluate (-1. * z);
  152.                     }

  153.                     double z2 = z * z;
  154.                     double az2 = a * z * z;

  155.                     return java.lang.Math.sqrt (1. - java.lang.Math.exp (
  156.                         -1. * z2 * (az2 + (4. / java.lang.Math.PI)) / (az2 + 1.))
  157.                     );
  158.                 }
  159.             };
  160.         }
  161.         catch (java.lang.Exception e)
  162.         {
  163.             e.printStackTrace();
  164.         }

  165.         return null;
  166.     }

  167.     /**
  168.      * Construct Winitzki (2008a) Version of E<sub>2</sub> erf Analytical
  169.      *
  170.      * @return Winitzki (2008a) Version of E<sub>2</sub> erf Analytical
  171.      */

  172.     public static final org.drip.function.e2erf.AbramowitzStegun Winitzki2008a()
  173.     {
  174.         return Winitzki2008 (
  175.             8. * (java.lang.Math.PI - 3.) / (3. * java.lang.Math.PI * (4. - java.lang.Math.PI)),
  176.             0.00035
  177.         );
  178.     }

  179.     /**
  180.      * Construct Winitzki (2008b) Version of E<sub>2</sub> erf Analytical
  181.      *
  182.      * @return Winitzki (2008b) Version of E<sub>2</sub> erf Analytical
  183.      */

  184.     public static final org.drip.function.e2erf.AbramowitzStegun Winitzki2008b()
  185.     {
  186.         return Winitzki2008 (
  187.             0.147,
  188.             0.00012
  189.         );
  190.     }
  191. }