PermanentImpactNoArbitrage.java

  1. package org.drip.execution.athl;

  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.  * Copyright (C) 2018 Lakshmi Krishnamurthy
  9.  * Copyright (C) 2017 Lakshmi Krishnamurthy
  10.  * Copyright (C) 2016 Lakshmi Krishnamurthy
  11.  *
  12.  *  This file is part of DROP, an open-source library targeting analytics/risk, transaction cost analytics,
  13.  *      asset liability management analytics, capital, exposure, and margin analytics, valuation adjustment
  14.  *      analytics, and portfolio construction analytics within and across fixed income, credit, commodity,
  15.  *      equity, FX, and structured products. It also includes auxiliary libraries for algorithm support,
  16.  *      numerical analysis, numerical optimization, spline builder, model validation, statistical learning,
  17.  *      and computational support.
  18.  *  
  19.  *      https://lakshmidrip.github.io/DROP/
  20.  *  
  21.  *  DROP is composed of three modules:
  22.  *  
  23.  *  - DROP Product Core - https://lakshmidrip.github.io/DROP-Product-Core/
  24.  *  - DROP Portfolio Core - https://lakshmidrip.github.io/DROP-Portfolio-Core/
  25.  *  - DROP Computational Core - https://lakshmidrip.github.io/DROP-Computational-Core/
  26.  *
  27.  *  DROP Product Core implements libraries for the following:
  28.  *  - Fixed Income Analytics
  29.  *  - Loan Analytics
  30.  *  - Transaction Cost Analytics
  31.  *
  32.  *  DROP Portfolio Core implements libraries for the following:
  33.  *  - Asset Allocation Analytics
  34.  *  - Asset Liability Management Analytics
  35.  *  - Capital Estimation Analytics
  36.  *  - Exposure Analytics
  37.  *  - Margin Analytics
  38.  *  - XVA Analytics
  39.  *
  40.  *  DROP Computational Core implements libraries for the following:
  41.  *  - Algorithm Support
  42.  *  - Computation Support
  43.  *  - Function Analysis
  44.  *  - Model Validation
  45.  *  - Numerical Analysis
  46.  *  - Numerical Optimizer
  47.  *  - Spline Builder
  48.  *  - Statistical Learning
  49.  *
  50.  *  Documentation for DROP is Spread Over:
  51.  *
  52.  *  - Main                     => https://lakshmidrip.github.io/DROP/
  53.  *  - Wiki                     => https://github.com/lakshmiDRIP/DROP/wiki
  54.  *  - GitHub                   => https://github.com/lakshmiDRIP/DROP
  55.  *  - Repo Layout Taxonomy     => https://github.com/lakshmiDRIP/DROP/blob/master/Taxonomy.md
  56.  *  - Javadoc                  => https://lakshmidrip.github.io/DROP/Javadoc/index.html
  57.  *  - Technical Specifications => https://github.com/lakshmiDRIP/DROP/tree/master/Docs/Internal
  58.  *  - Release Versions         => https://lakshmidrip.github.io/DROP/version.html
  59.  *  - Community Credits        => https://lakshmidrip.github.io/DROP/credits.html
  60.  *  - Issues Catalog           => https://github.com/lakshmiDRIP/DROP/issues
  61.  *  - JUnit                    => https://lakshmidrip.github.io/DROP/junit/index.html
  62.  *  - Jacoco                   => https://lakshmidrip.github.io/DROP/jacoco/index.html
  63.  *
  64.  *  Licensed under the Apache License, Version 2.0 (the "License");
  65.  *      you may not use this file except in compliance with the License.
  66.  *  
  67.  *  You may obtain a copy of the License at
  68.  *      http://www.apache.org/licenses/LICENSE-2.0
  69.  *  
  70.  *  Unless required by applicable law or agreed to in writing, software
  71.  *      distributed under the License is distributed on an "AS IS" BASIS,
  72.  *      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
  73.  *  
  74.  *  See the License for the specific language governing permissions and
  75.  *      limitations under the License.
  76.  */

  77. /**
  78.  * <i>PermanentImpactNoArbitrage</i> implements the Linear Permanent Market Impact with Coefficients that
  79.  * have been determined empirically by Almgren, Thum, Hauptmann, and Li (2005), using the no Quasi-Arbitrage
  80.  * Criterion identified by Huberman and Stanzl (2004). The References are:
  81.  *
  82.  * <br><br>
  83.  *  <ul>
  84.  *  <li>
  85.  *      Almgren, R., and N. Chriss (2000): Optimal Execution of Portfolio Transactions <i>Journal of Risk</i>
  86.  *          <b>3 (2)</b> 5-39
  87.  *  </li>
  88.  *  <li>
  89.  *      Almgren, R. (2003): Optimal Execution with Nonlinear Impact Functions and Trading-Enhanced Risk
  90.  *          <i>Applied Mathematical Finance</i> <b>10 (1)</b> 1-18
  91.  *  </li>
  92.  *  <li>
  93.  *      Almgren, R., and N. Chriss (2003): Bidding Principles <i>Risk</i> 97-102
  94.  *  </li>
  95.  *  <li>
  96.  *      Almgren, R., C. Thum, E. Hauptmann, and H. Li (2005): Equity Market Impact <i>Risk</i> <b>18 (7)</b>
  97.  *          57-62
  98.  *  </li>
  99.  *  <li>
  100.  *      Huberman, G., and W. Stanzl (2004): Price Manipulation and Quasi-arbitrage <i>Econometrics</i>
  101.  *          <b>72 (4)</b> 1247-1275
  102.  *  </li>
  103.  *  </ul>
  104.  *
  105.  *  <br><br>
  106.  *  <ul>
  107.  *      <li><b>Module </b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/ProductCore.md">Product Core Module</a></li>
  108.  *      <li><b>Library</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/TransactionCostAnalyticsLibrary.md">Transaction Cost Analytics</a></li>
  109.  *      <li><b>Project</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/execution/README.md">Optimal Impact/Capture Based Trading Trajectories - Deterministic, Stochastic, Static, and Dynamic</a></li>
  110.  *      <li><b>Package</b> = <a href = "https://github.com/lakshmiDRIP/DROP/tree/master/src/main/java/org/drip/execution/athl/README.md">Almgren-Thum-Hauptmann-Li Calibration</a></li>
  111.  *  </ul>
  112.  *
  113.  * @author Lakshmi Krishnamurthy
  114.  */

  115. public class PermanentImpactNoArbitrage extends org.drip.execution.impact.ParticipationRateLinear {
  116.     private double _dblLiquidityFactor = java.lang.Double.NaN;
  117.     private org.drip.execution.parameters.AssetFlowSettings _afp = null;

  118.     /**
  119.      * PermanentImpactNoArbitrage Constructor
  120.      *
  121.      * @param afp The Asset Flow Parameters
  122.      *
  123.      * @throws java.lang.Exception Thrown if the Inputs are Invalid
  124.      */

  125.     public PermanentImpactNoArbitrage (
  126.         final org.drip.execution.parameters.AssetFlowSettings afp)
  127.         throws java.lang.Exception
  128.     {
  129.         super (0., org.drip.execution.athl.CalibrationEmpirics.PERMANENT_IMPACT_COEFFICIENT *
  130.             java.lang.Math.pow (afp.inverseTurnover(),
  131.                 org.drip.execution.athl.CalibrationEmpirics.PERMANENT_IMPACT_INVERSE_TURNOVER_EXPONENT));

  132.         if (null == (_afp = afp))
  133.             throw new java.lang.Exception ("PermanentImpactNoArbitrage Constructor => Invalid Inputs");

  134.         _dblLiquidityFactor = java.lang.Math.pow (afp.inverseTurnover(),
  135.             org.drip.execution.athl.CalibrationEmpirics.PERMANENT_IMPACT_INVERSE_TURNOVER_EXPONENT);
  136.     }

  137.     /**
  138.      * Retrieve the Liquidity Factor
  139.      *
  140.      * @return The Liquidity Factor
  141.      */

  142.     public double liquidityFactor()
  143.     {
  144.         return _dblLiquidityFactor;
  145.     }

  146.     /**
  147.      * Retrieve the Asset Flow Parameters
  148.      *
  149.      * @return The Asset Flow Parameters
  150.      */

  151.     public org.drip.execution.parameters.AssetFlowSettings assetFlowParameters()
  152.     {
  153.         return _afp;
  154.     }

  155.     @Override public double regularize (
  156.         final double dblTradeInterval)
  157.         throws java.lang.Exception
  158.     {
  159.         if (!org.drip.numerical.common.NumberUtil.IsValid (dblTradeInterval) || 0 >= dblTradeInterval)
  160.             throw new java.lang.Exception ("PermanentImpactNoArbitrage::regularize => Invalid Inputs");

  161.         return 1. / (_afp.averageDailyVolume() * dblTradeInterval);
  162.     }

  163.     @Override public double modulate (
  164.         final double dblTradeInterval)
  165.         throws java.lang.Exception
  166.     {
  167.         if (!org.drip.numerical.common.NumberUtil.IsValid (dblTradeInterval) || 0 >= dblTradeInterval)
  168.             throw new java.lang.Exception ("PermanentImpactNoArbitrage::modulate => Invalid Inputs");

  169.         return dblTradeInterval * _afp.dailyVolatility();
  170.     }

  171.     @Override public double slope()
  172.     {
  173.         return org.drip.execution.athl.CalibrationEmpirics.PERMANENT_IMPACT_COEFFICIENT *
  174.             _dblLiquidityFactor;
  175.     }

  176.     @Override public double offset()
  177.     {
  178.         return 0.;
  179.     }

  180.     @Override public double evaluate (
  181.         final double dblNormalizedX)
  182.         throws java.lang.Exception
  183.     {
  184.         if (!org.drip.numerical.common.NumberUtil.IsValid (dblNormalizedX))
  185.             throw new java.lang.Exception ("PermanentImpactNoArbitrage::evaluate => Invalid Inputs");

  186.         return 0.5 * org.drip.execution.athl.CalibrationEmpirics.PERMANENT_IMPACT_COEFFICIENT *
  187.             dblNormalizedX * _dblLiquidityFactor;
  188.     }

  189.     @Override public double derivative  (
  190.         final double dblNormalizedX,
  191.         final int iOrder)
  192.         throws java.lang.Exception
  193.     {
  194.         if (0 >= iOrder || !org.drip.numerical.common.NumberUtil.IsValid (dblNormalizedX))
  195.             throw new java.lang.Exception ("PermanentImpactNoArbitrage::derivative => Invalid Inputs");

  196.         return 1 < iOrder ? 0. : 0.5 *
  197.             org.drip.execution.athl.CalibrationEmpirics.PERMANENT_IMPACT_COEFFICIENT * _dblLiquidityFactor;
  198.     }
  199. }