module Distribution module T module Ruby_ class << self def pdf(t, v) ((Math.gamma((v + 1) / 2.0)) / (Math.sqrt(v * Math::PI) * Math.gamma(v / 2.0))) * ((1 + (t**2 / v.to_f))**(-(v + 1) / 2.0)) end # Returns the integral of t-distribution with n degrees of freedom over (-Infty, x]. def cdf(t, n) p_t(n, t) end # t-distribution ([1]) # (-\infty, x] def p_t(df, t) if df.to_i != df x = (t + Math.sqrt(t**2 + df)) / (2 * Math.sqrt(t**2 + df)) return Math.regularized_beta(x, df / 2.0, df / 2.0) end df = df.to_i c2 = df.to_f / (df + t * t) s = Math.sqrt(1.0 - c2) s = -s if t < 0.0 p = 0.0 i = df % 2 + 2 while i <= df p += s s *= (i - 1) * c2 / i i += 2 end if df.is_a?(Float) || df & 1 != 0 0.5 + (p * Math.sqrt(c2) + Math.atan(t / Math.sqrt(df))) / Math::PI else (1.0 + p) / 2.0 end end # inverse of t-distribution ([2]) # (-\infty, -q/2] + [q/2, \infty) def ptsub(q, n) q = q.to_f if n == 1 && 0.001 < q && q < 0.01 eps = 1.0e-4 elsif n == 2 && q < 0.0001 eps = 1.0e-4 elsif n == 1 && q < 0.001 eps = 1.0e-2 else eps = 1.0e-5 end s = 10_000.0 w = 0.0 loop do w += s return w if (s <= eps) if ((qe = 2.0 - p_t(n, w) * 2.0 - q) == 0.0) then return w end if qe < 0.0 w -= s s /= 10.0 # / end end end def pt(q, n) q = q.to_f if q < 1.0e-5 || q > 1.0 || n < 1 $stderr.printf("Error : Illegal parameter in pt()!\n") return 0.0 end return ptsub(q, n) if (n <= 5) return ptsub(q, n) if q <= 5.0e-3 && n <= 13 f1 = 4.0 * (f = n.to_f) f5 = (f4 = (f3 = (f2 = f * f) * f) * f) * f f2 *= 96.0 f3 *= 384.0 f4 *= 92_160.0 f5 *= 368_640.0 u = Normal.p_value(1.0 - q / 2.0) w0 = (u2 = u * u) * u w1 = w0 * u2 w2 = w1 * u2 w3 = w2 * u2 w4 = w3 * u2 w = (w0 + u) / f1 w += (5.0 * w1 + 16.0 * w0 + 3.0 * u) / f2 w += (3.0 * w2 + 19.0 * w1 + 17.0 * w0 - 15.0 * u) / f3 w += (79.0 * w3 + 776.0 * w2 + 1482.0 * w1 - 1920.0 * w0 - 9450.0 * u) / f4 w += (27.0 * w4 + 339.0 * w3 + 930.0 * w2 - 1782.0 * w1 - 765.0 * w0 + 17_955.0 * u) / f5 u + w end # Returns the P-value of tdist(). def quantile(y, n) if y > 0.5 pt(2.0 - y * 2.0, n) else - pt(y * 2.0, n) end end alias_method :p_value, :quantile end end end end