====== 맥스웰 분포 (Maxwell Distribution) ====== ===== 표기 ===== ===== 받침 ===== $$ x \in [ \ 0 \ , \ \infty \ ) $$ ===== 확률밀도함수 ===== $$ f(x) = \sqrt{\frac{2}{\pi}} \frac{x^{2} e^{-x^{2}/(2 \alpha^{2})}}{\alpha^{3}} $$ set title "Maxwell Distribution PDF" set size 1 set xrange [0:6] set yrange [0:1.4] set format x "%.1f" set format y "%.2f" set xlabel "x" set ylabel "f(x)" fourinvsqrtpi = 2.25675833419103 maxwell(x,a)=fourinvsqrtpi*a**3*x*x*exp(-a*a*x*x) plot maxwell(x,1.5) title "1.5", \ maxwell(x,1.0) title "1.0", \ maxwell(x,0.5) title "0.5" ===== 누적분포함수 ===== $$ F(x) = erf \left( \frac{x}{\sqrt{2} \ \alpha} \right) - \frac{x^{2} e^{-x^{2}/(2 \alpha^{2})}}{\alpha} \sqrt{\frac{2}{\pi}} $$ 단, $erf(x)$는 [[오차함수]]이다. set title "Maxwell Distribution CDF" set size 1 set xrange [0:6] set yrange [0:1.1] set format x "%.1f" set format y "%.2f" set xlabel "x" set ylabel "F(x)" set key 5,0.2 cmaxwell(x,a)=igamma(1.5,a*a*x*x) plot cmaxwell(x,1.5) title "1.5", \ cmaxwell(x,1.0) title "1.0", \ cmaxwell(x,0.5) title "0.5" ===== 기대값 ===== $$ E(X) = 2 \alpha \sqrt{\frac{2}{\pi}} $$ ===== 분산 ===== $$ Var(X) = \frac{\alpha^{2} (3 \pi -8)}{\pi} $$ ===== 왜도 ===== $$ \gamma_{1} = \frac{2 \sqrt{2} \ (5 \pi - 16)}{(3 \pi - 8)^{3/2}} $$ ===== 첨도 ===== $$ \gamma_{2} = - \frac{4(3 \pi^{2} - 40 \pi +96)}{(3 \pi - 8)^{3}} $$ ===== 특성함수 ===== $$ \phi \ (t) = i \left\{ \alpha t \sqrt{\frac{2}{\pi}} - e^{- \alpha^{2} t^{2}/2} \ (\alpha^{2} t^{2} - 1) \left[ sgn (t) \ erfi \left( \frac{\alpha \ | \ t \ |}{\sqrt{2}} \right) - i \right] \right\} $$ ===== 원적률 ===== $$ \mu'_{1} = 2 \alpha \sqrt{\frac{2}{\pi}} $$ $$ \mu'_{2} = 3 \alpha^{2} $$ $$ \mu'_{3} = 8 \alpha^{3} \sqrt{\frac{2}{\pi}} $$ $$ \mu'_{4} = 15 \alpha^{4} $$ $$ \mu'_{k} = \frac{2^{1+k/2} \ \alpha^{k} \Gamma \left( \frac{1}{2} (3+k) \right)}{\sqrt{\pi}} $$ ---- * [[분포]]