====== 카이분포 (Chi Distribution) ====== ===== 정의 ===== ===== 표기 ===== ===== 받침 ===== $ x \in [ \ 0 \ , \ \infty \ ) $ ===== 확률밀도함수 ===== $ f(x) = \frac{2^{1 - \nu/2} \cdot x^{\nu - 1} \cdot e^{-x^{2} / 2}}{\Gamma \left( \frac{1}{2} \nu \right) } $ set title "Chi Distribution PDF" set size 1 set xrange [0:10] set yrange [0:1] set format x "%.1f" set format y "%.2f" set xlabel "x" set ylabel "f(x)" plot (2**(0.5))*exp(-(x**2)/2)/gamma(0.5) title "1", \ x*exp(-(x**2)/2)/gamma(1) title "2", \ 2**(-1.5)*x**(4)*exp(-(x**2)/2)/gamma(2.5) title "5", \ 2**(-4)*x**(9)*exp(-(x**2)/2)/gamma(5) title "10", \ 2**(-24)*x**(49)*exp(-(x**2)/2)/gamma(25) title "50" ===== 누적분포함수 ===== $ F(x) = P \left( \ \frac{1}{2} \nu \ , \ \frac{1}{2} x^{2} \ \right) $ set title "Chi Distribution CDF" set size 1 set xrange [0:10] set yrange [0:1] set format x "%.1f" set format y "%.2f" set xlabel "x" set ylabel "F(x)" cchi(x,df1)=igamma(0.5*df1,0.5*x*x) plot cchi(x,1) title "df = 1", \ cchi(x,2) title "df = 2", \ cchi(x,5) title "df = 5", \ cchi(x,10) title "df = 10", \ cchi(x,50) title "df = 50" ===== 기대값 ===== $ E(X) = \frac{\sqrt{2} \ \Gamma \left( \frac{1}{2} (\nu + 1) \right) }{\Gamma \left( \frac{1}{2} \nu \right) } $ ===== 분산 ===== $ Var(X) = \frac{2 \left[ \Gamma \left( \frac{1}{2} \nu \right) \cdot \Gamma \left( 1 + \frac{1}{2} \nu \right) - \Gamma^{2} \left( \frac{1}{2} (\nu + 1) \right) \right]}{\Gamma^{2} \left( \frac{1}{2} \nu \right)} $ ===== 왜도 ===== ===== 첨도 ===== ---- * [[분포]]