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13 <html xmlns="http://www.w3.org/1999/xhtml">
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14 <head>
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15 <title>Math - User Guide - Overview</title>
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24 <body class="composite">
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25 <div id="banner">
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27
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28 Commons Math User Guide
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29
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30 </span>
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67 <h5>User Guide</h5>
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68 <ul>
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69
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70 <li class="none">
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71 <a href="../userguide/index.html">Contents</a>
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72 </li>
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73
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74 <li class="none">
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75 <strong>Overview</strong>
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76 </li>
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77
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78 <li class="none">
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79 <a href="../userguide/stat.html">Statistics</a>
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80 </li>
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83 <a href="../userguide/random.html">Data Generation</a>
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84 </li>
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87 <a href="../userguide/linear.html">Linear Algebra</a>
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88 </li>
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91 <a href="../userguide/analysis.html">Numerical Analysis</a>
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92 </li>
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95 <a href="../userguide/special.html">Special Functions</a>
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96 </li>
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99 <a href="../userguide/utilities.html">Utilities</a>
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100 </li>
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103 <a href="../userguide/complex.html">Complex Numbers</a>
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104 </li>
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107 <a href="../userguide/distribution.html">Distributions</a>
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108 </li>
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112 </li>
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115 <a href="../userguide/transform.html">Transform Methods</a>
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116 </li>
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127 <a href="../userguide/ode.html">Ordinary Differential Equations</a>
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128 </li>
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129
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131 <a href="../userguide/genetics.html">Genetic Algorithms</a>
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132 </li>
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133 </ul>
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145 </div>
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146 </div>
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147 <div id="bodyColumn">
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148 <div id="contentBox">
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149 <div class="section"><h2><a name="Overview"></a>Overview</h2>
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150 <div class="section"><h3><a name="a0.1_About_The_User_Guide"></a>0.1 About The User Guide</h3>
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151 <p>
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152 This guide is intended to help programmers quickly find what they need to develop
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153 solutions using Commons Math. It also provides a supplement to the javadoc API documentation,
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154 providing a little more explanation of the mathematical objects and functions included
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155 in the package.
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156 </p>
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157 </div>
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158 <div class="section"><h3><a name="a0.2_Whats_in_commons-math"></a>0.2 What's in commons-math</h3>
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159 <p>
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160 Commons Math is made up of a small set of math/stat utilities addressing
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161 programming problems like the ones in the list below. This list is not exhaustive,
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162 it's just meant to give a feel for the kinds of things that Commons Math provides.
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163 <ul><li>Computing means, variances and other summary statistics for a list of numbers</li>
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164 <li>Fitting a line to a set of data points using linear regression</li>
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165 <li>Finding a smooth curve that passes through a collection of points (interpolation)</li>
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166 <li>Fitting a parametric model to a set of measurements using least-squares methods</li>
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167 <li>Solving equations involving real-valued functions (i.e. root-finding)</li>
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168 <li>Solving systems of linear equations</li>
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169 <li>Solving Ordinary Differential Equations</li>
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170 <li>Minimizing multi-dimensional functions</li>
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171 <li>Generating random numbers with more restrictions (e.g distribution, range) than what
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172 is possible using the JDK</li>
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173 <li>Generating random samples and/or datasets that are "like" the data in an input file</li>
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174 <li>Performing statistical significance tests</li>
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175 <li>Miscellaneous mathematical functions such as factorials, binomial
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176 coefficients and "special functions" (e.g. gamma, beta functions)</li>
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177 </ul>
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178 </p>
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179 <p>
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180 We are actively seeking ideas for additional components that fit into the
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181 <a href="../index.html#summary">Commons Math vision</a> of a set of lightweight,
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182 self-contained math/stat components useful for solving common programming problems.
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183 Suggestions for new components or enhancements to existing functionality are always welcome!
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184 All feedback/suggestions for improvement should be sent to the
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185 <a href="http://commons.apache.org/mail-lists.html" class="externalLink">commons-dev mailing list</a> with
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186 [math] at the beginning of the subject line.
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187 </p>
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188 </div>
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189 <div class="section"><h3><a name="a0.3_How_commons-math_is_organized"></a>0.3 How commons-math is organized</h3>
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190 <p>
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191 Commons Math is divided into fourteen subpackages, based on functionality provided.
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192 <ol type="1"><li><a href="stat.html">org.apache.commons.math.stat</a> - statistics, statistical tests</li>
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193 <li><a href="analysis.html">org.apache.commons.math.analysis</a> - rootfinding, integration, interpolation, polynomials</li>
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194 <li><a href="random.html">org.apache.commons.math.random</a> - random numbers, strings and data generation</li>
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195 <li><a href="special.html">org.apache.commons.math.special</a> - special functions (Gamma, Beta) </li>
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196 <li><a href="linear.html">org.apache.commons.math.linear</a> - matrices, solving linear systems </li>
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197 <li><a href="utilities.html">org.apache.commons.math.util</a> - common math/stat functions extending java.lang.Math </li>
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198 <li><a href="complex.html">org.apache.commons.math.complex</a> - complex numbers</li>
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199 <li><a href="distribution.html">org.apache.commons.math.distribution</a> - probability distributions</li>
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200 <li><a href="fraction.html">org.apache.commons.math.fraction</a> - rational numbers</li>
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201 <li><a href="transform.html">org.apache.commons.math.transform</a> - transform methods (Fast Fourier)</li>
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202 <li><a href="geometry.html">org.apache.commons.math.geometry</a> - 3D geometry (vectors and rotations)</li>
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203 <li><a href="optimization.html">org.apache.commons.math.optimization</a> - function maximization or minimization</li>
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204 <li><a href="ode.html">org.apache.commons.math.ode</a> - Ordinary Differential Equations integration</li>
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205 <li><a href="genetics.html">org.apache.commons.math.genetics</a> - Genetic Algorithms</li>
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206 </ol>
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207
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208 Package javadocs are <a href="../apidocs/index.html">here</a></p>
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209 </div>
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210 <div class="section"><h3><a name="a0.4_How_interface_contracts_are_specified_in_commons-math_javadoc"></a>0.4 How interface contracts are specified in commons-math javadoc</h3>
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211 <p>
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212 You should always read the javadoc class and method comments carefully when using
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213 Commons Math components in your programs. The javadoc provides references to the algorithms
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214 that are used, usage notes about limitations, performance, etc. as well as interface contracts.
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215 Interface contracts are specified in terms of preconditions (what has to be true in order
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216 for the method to return valid results), special values returned (e.g. Double.NaN)
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217 or exceptions that may be thrown if the preconditions are not met, and definitions for returned
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218 values/objects or state changes.</p>
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219 <p>
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220 When the actual parameters provided to a method or the internal state of an object
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221 make a computation meaningless, an IllegalArgumentException or IllegalStateException may
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222 be thrown. Exact conditions under which runtime exceptions (and any other exceptions) are
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223 thrown are specified in the javadoc method comments. In some cases, to be consistent with
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224 the <a href="http://grouper.ieee.org/groups/754/" class="externalLink">IEEE 754 standard</a> for floating point
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225 arithmetic and with java.lang.Math, Commons Math methods return Double.NaN values.
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226 Conditions under which Double.NaN or other special values are returned are fully specified
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227 in the javadoc method comments.
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228 </p>
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229 </div>
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230 <div class="section"><h3><a name="a0.5_Dependencies"></a>0.5 Dependencies</h3>
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231 <p>
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232 Commons Math requires JDK 1.5+ and has no runtime dependencies.
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233 </p>
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234 </div>
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235 <div class="section"><h3><a name="a0.6_License"></a>0.6 License</h3>
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236 <p>
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237 Commons Math is distributed under the terms of the Apache License, Version 2.0:
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238 <a href="http://www.apache.org/licenses/LICENSE-2.0" class="externalLink"></a>.
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239 </p>
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240 <p>
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241 This product includes software developed by the University of Chicago, as Operator
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242 of Argonne National Laboratory. This corresponds to software translated from the lmder,
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243 lmpar and qrsolv Fortran routines from the Minpack package and distributed under the
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244 following disclaimer: <a href="http://www.netlib.org/minpack/disclaimer" class="externalLink"></a>.
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245 </p>
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246 <p>
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247 This product includes software translated from the odex Fortran routine developed by
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248 E. Hairer and G. Wanner and distributed under the following license:
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249 <a href="http://www.unige.ch/~hairer/prog/licence.txt" class="externalLink"></a>.
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250 </p>
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251 <p>
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252 This product includes software translated from some LAPACK Fortran routines and
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253 distributed under the following license: <a href="http://www.netlib.org/lapack/LICENSE" class="externalLink"></a>.
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254 </p>
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255 </div>
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256 </div>
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257
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258 </div>
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259 </div>
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260 <div class="clear">
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261 <hr/>
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262 </div>
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263 <div id="footer">
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264 <div class="xright">©
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265 2003-2010
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