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| def cauchyCDF(gamma: Double = 1.0, x0: Double = 0.0) = (x: Double) => | |
| 1.0/math.Pi * math.atan((x-x0) / gamma) + 0.5 | |
| val f = cauchyCDF() | |
| (-6.0 to 6.0 by 0.1).map(f).plot() | |
| // y - 0.5 = 1.0/math.Pi * math.atan((x-x0) / gamma) | |
| // | |
| // (y - 0.5) * math.Pi = math.atan((x-x0) / gamma) | |
| // | |
| // math.tan((y - 0.5) * math.Pi) = (x-x0) / gamma | |
| // | |
| // math.tan((y - 0.5) * math.Pi) * gamma = x - x0 | |
| // | |
| // math.tan((y - 0.5) * math.Pi) * gamma + x0 = x | |
| def genCauchy(gamma: Double = 1.0, x0: Double = 0.0) = { | |
| val y = math.random() | |
| math.tan((y - 0.5) * math.Pi) * gamma + x0 | |
| } | |
| val xs = Vector.fill(10000)(genCauchy()) | |
| val histo = (-6.0 to 6.0 by 0.1).map { lo => xs.count(x => x >= lo && x < lo + 0.1) } | |
| histo.plot() | |
| val xs2 = Vector.fill(10000)(genCauchy(gamma = 2)) | |
| val histo2 = (-6.0 to 6.0 by 0.1).map { lo => xs2.count(x => x >= lo && x < lo + 0.1) } | |
| histo2.plot() |
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