| 1 | ;; Pareto distribution |
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| 2 | ;; Liam Healy, Sat Oct 8 2006 - 21:23 |
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| 3 | ;; Time-stamp: <2008-02-17 13:23:00EST pareto.lisp> |
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| 4 | ;; $Id$ |
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| 5 | |
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| 6 | (in-package :gsl) |
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| 7 | |
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| 8 | (defmfun pareto (generator a b) |
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| 9 | "gsl_ran_pareto" |
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| 10 | (((generator generator) :pointer) (a :double) (b :double)) |
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| 11 | :c-return :double |
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| 12 | :documentation ; FDL |
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| 13 | "A random variate from the Pareto distribution of order a. |
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| 14 | The distribution function is |
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| 15 | p(x) dx = (a/b) / (x/b)^{a+1} dx |
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| 16 | x >= b.") |
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| 17 | |
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| 18 | (defmfun pareto-pdf (x a b) |
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| 19 | "gsl_ran_pareto_pdf" ((x :double) (a :double) (b :double)) |
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| 20 | :c-return :double |
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| 21 | :documentation ; FDL |
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| 22 | "The probability density p(x) at x |
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| 23 | for a Pareto distribution with exponent a and scale b, using |
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| 24 | the formula given in #'pareto.") |
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| 25 | |
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| 26 | (defmfun pareto-P (x a b) |
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| 27 | "gsl_cdf_pareto_P" ((x :double) (a :double) (b :double)) |
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| 28 | :c-return :double |
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| 29 | :documentation ; FDL |
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| 30 | "The cumulative distribution functions |
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| 31 | P(x) for the Pareto distribution with exponent a and scale b.") |
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| 32 | |
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| 33 | (defmfun pareto-Q (x a b) |
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| 34 | "gsl_cdf_pareto_Q" ((x :double) (a :double) (b :double)) |
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| 35 | :c-return :double |
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| 36 | :documentation ; FDL |
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| 37 | "The cumulative distribution functions |
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| 38 | Q(x) for the Pareto distribution with exponent a and scale b.") |
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| 39 | |
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| 40 | (defmfun pareto-Pinv (P a b) |
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| 41 | "gsl_cdf_pareto_Pinv" ((P :double) (a :double) (b :double)) |
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| 42 | :c-return :double |
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| 43 | :documentation ; FDL |
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| 44 | "The inverse cumulative distribution functions |
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| 45 | P(x) for the Pareto distribution with exponent a and scale b.") |
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| 46 | |
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| 47 | (defmfun pareto-Qinv (Q a b) |
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| 48 | "gsl_cdf_pareto_Qinv" ((Q :double) (a :double) (b :double)) |
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| 49 | :c-return :double |
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| 50 | :documentation ; FDL |
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| 51 | "The inverse cumulative distribution functions |
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| 52 | Q(x) for the Pareto distribution with exponent a and scale b.") |
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| 53 | |
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| 54 | ;;; Examples and unit test |
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| 55 | #| |
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| 56 | (make-tests pareto |
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| 57 | (letm ((rng (random-number-generator *mt19937* 0))) |
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| 58 | (loop for i from 0 to 10 |
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| 59 | collect |
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| 60 | (pareto rng 1.0d0 2.0d0))) |
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| 61 | (pareto-pdf 1.5d0 1.3d0 1.0d0) |
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| 62 | (pareto-P 3.5d0 1.3d0 2.0d0) |
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| 63 | (pareto-Q 3.5d0 1.3d0 2.0d0) |
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| 64 | (pareto-Pinv 0.5168849835182453d0 1.3d0 2.0d0) |
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| 65 | (pareto-Qinv 0.4831150164817547d0 1.3d0 2.0d0)) |
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| 66 | |# |
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| 67 | |
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| 68 | (LISP-UNIT:DEFINE-TEST PARETO |
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| 69 | (LISP-UNIT::ASSERT-NUMERICAL-EQUAL |
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| 70 | (LIST |
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| 71 | (LIST 2.0005166356083666d0 12.276726596218747d0 |
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| 72 | 7.076694965937239d0 2.111484074469764d0 |
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| 73 | 8.633470811095883d0 4.123935696449152d0 |
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| 74 | 2.0888231161547828d0 2.6870692498025632d0 |
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| 75 | 3.703404287965457d0 2.7028744394290123d0 |
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| 76 | 2.631773566385122d0)) |
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| 77 | (MULTIPLE-VALUE-LIST |
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| 78 | (LETM ((RNG (RANDOM-NUMBER-GENERATOR *MT19937* 0))) |
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| 79 | (LOOP FOR I FROM 0 TO 10 COLLECT |
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| 80 | (PARETO RNG 1.0d0 2.0d0))))) |
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| 81 | (LISP-UNIT::ASSERT-NUMERICAL-EQUAL |
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| 82 | (LIST 0.5116034405707658d0) |
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| 83 | (MULTIPLE-VALUE-LIST (PARETO-PDF 1.5d0 1.3d0 1.0d0))) |
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| 84 | (LISP-UNIT::ASSERT-NUMERICAL-EQUAL |
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| 85 | (LIST 0.5168849835182453d0) |
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| 86 | (MULTIPLE-VALUE-LIST (PARETO-P 3.5d0 1.3d0 2.0d0))) |
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| 87 | (LISP-UNIT::ASSERT-NUMERICAL-EQUAL |
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| 88 | (LIST 0.4831150164817547d0) |
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| 89 | (MULTIPLE-VALUE-LIST (PARETO-Q 3.5d0 1.3d0 2.0d0))) |
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| 90 | (LISP-UNIT::ASSERT-NUMERICAL-EQUAL |
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| 91 | (LIST 3.5000000000000004d0) |
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| 92 | (MULTIPLE-VALUE-LIST |
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| 93 | (PARETO-PINV 0.5168849835182453d0 1.3d0 2.0d0))) |
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| 94 | (LISP-UNIT::ASSERT-NUMERICAL-EQUAL |
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| 95 | (LIST 3.5000000000000004d0) |
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| 96 | (MULTIPLE-VALUE-LIST |
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| 97 | (PARETO-QINV 0.4831150164817547d0 1.3d0 2.0d0)))) |
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| 98 | |
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