6) = P(X <= 6) => 1 - CDF self::assertEqualsWithDelta(0.262, 1 - GeometricDistribution::getCdf($p, $k), 0.01); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testMode() : void { self::assertEquals(1, GeometricDistribution::getMode()); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testMean() : void { $p = 0.3; self::assertEquals(1 / $p, GeometricDistribution::getMean($p)); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testVariance() : void { $p = 0.3; self::assertEquals((1 - $p) / $p ** 2, GeometricDistribution::getVariance($p)); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testgetStandardDeviation() : void { $p = 0.3; self::assertEquals(\sqrt((1 - $p) / $p ** 2), GeometricDistribution::getStandardDeviation($p)); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testSkewness() : void { $p = 0.3; self::assertEquals((2 - $p) / \sqrt(1 - $p), GeometricDistribution::getSkewness($p)); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testExKurtosis() : void { $p = 0.3; self::assertEquals(6 + ($p ** 2) / (1 - $p), GeometricDistribution::getExKurtosis($p)); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testMedian() : void { $p = 0.3; self::assertEquals(\ceil(-1 / \log(1 - $p, 2)), GeometricDistribution::getMedian($p)); } /** * @covers phpOMS\Math\Stochastic\Distribution\GeometricDistribution * @group framework */ public function testMgf() : void { $p = 0.3; $t1 = 2; $t2 = -\log(1 - $p) * 0.8; self::assertEquals($p / (1 - (1 - $p) * \exp($t1)), GeometricDistribution::getMgf($p, $t1)); self::assertEquals($p * \exp($t2) / (1 - (1 - $p) * \exp($t2)), GeometricDistribution::getMgf($p, $t2)); } }