====== 와이블분포 (Weibull Distribution) ====== ===== 표기 ===== $\alpha$ : [[분포]]의 척도, [[척도모수]](Scale Parameter) $\beta$ : [[분포]]의 형상, [[형상모수]](Shape Parameter) $$ X \sim Wei(\alpha , \beta)$$ * $$ \alpha \in ( \ 0 \ , \ \infty \ ) $$ * $$ \beta \in ( \ 0 \ , \ \infty \ ) $$ ===== 받침 ===== $$ x \in [ \ 0 \ , \ \infty \ ) $$ ===== 확률밀도함수 ===== $$ f(x) = \frac{\beta}{\alpha} \left( \frac{x}{\alpha} \right)^{\beta - 1} \cdot \exp \left[ - \left( \frac{x}{\alpha} \right)^{\beta} \right] $$ set title "Weibull Distribution PDF" set size 0.7 set xrange [0:10] set yrange [0:1.2] set format x "%.1f" set format y "%.2f" set xlabel "x" set ylabel "f(x)" f(x,a,b) = (b/a)*((x/a)**(b-1))*exp(-((x/a)**b)) plot f(x,1,0.5) title "Wei(1,0.5)", \ f(x,1,1) title "Wei(1,1)", \ f(x,1,2) title "Wei(1,2)", \ f(x,3,0.5) title "Wei(2,0.5)" ===== [누적분포함수] ===== $$ F(x) = 1 - \exp \left[ - \left( \frac{x}{\alpha} \right)^{\beta} \right] $$ set title "Weibull Distribution CDF" set size 0.7 set xrange [0:10] set yrange [0:1.1] set format x "%.1f" set format y "%.2f" set xlabel "x" set ylabel "F(x)" f(x,a,b) = 1-exp(-((x/a)**b)) plot f(x,1,0.5) title "Wei(1,0.5)", \ f(x,1,1) title "Wei(1,1)", \ f(x,1,2) title "Wei(1,2)", \ f(x,2,0.5) title "Wei(3,0.5)" ===== 기대값 ===== $$ E(X) = \alpha \cdot \Gamma \left(1+\frac{1}{\beta} \right) $$ ===== 분산 ===== $$ Var(X) = \alpha^{2} \left[ \Gamma \left( 1+\frac{2}{\beta} \right) - \Gamma^{2} \left( 1+\frac{1}{\beta} \right) \right] $$ ===== 왜도 ===== $$ \gamma_{1} = \frac{2 \Gamma^{3} (1 + \beta^{-1}) - 3 \Gamma (1 + \beta^{-1}) \Gamma (1 + 2 \beta^{-1}) + \Gamma (1 + 3 \beta^{-1})}{ \left[ \Gamma (1 + 2 \beta^{-1}) - \Gamma^{2} (1 + \beta^{-1}) \right]^{3/2} } $$ ===== 첨도 ===== $$ \gamma_{2} = \frac{12 \Gamma^{2} (1 + \beta^{-1}) \Gamma (1 + 2 \beta^{-1}) - 3 \Gamma^{2} (1 + 2 \beta^{-1}) - 4 \Gamma (1 + \beta^{-1}) \Gamma (1 + 3 \beta^{-1}) + \Gamma (1 + 4 \beta^{-1}) -6 \Gamma^{4} (1 + \beta^{-1})}{ \left[ \Gamma (1 + 2 \beta^{-1}) - \Gamma^{2} (1 + \beta^{-1}) \right]^{2} } $$ ===== 원적률 ===== $$ \mu'_{1} = \alpha \Gamma (1 + \beta^{-1}) $$ $$ \mu'_{2} = \alpha^{2} \Gamma (1 + 2 \beta^{-1}) $$ $$ \mu'_{3} = \alpha^{3} \Gamma (1 + 3 \beta^{-1}) $$ $$ \mu'_{4} = \alpha^{4} \Gamma (1 + 4 \beta^{-1}) $$ ===== 고장률함수 ===== $$ \lambda(x) = \frac{\beta}{\alpha} \left( \frac{x}{\alpha} \right)^{\beta - 1} $$ ---- * [[분포]] * [[연속형 분포]]