The inverse beta distribution is a univariate distribution for continuous random variables , with two parameters and . It is a special case of the gamma-gamma distribution and thus a mixed distribution .
α
{\ displaystyle \ alpha}
β
{\ displaystyle \ beta}
The density function is:
f
(
x
)
=
x
α
-
1
(
1
+
x
)
-
α
-
β
B.
(
α
,
β
)
{\ displaystyle f (x) = {\ frac {x ^ {\ alpha -1} (1 + x) ^ {- \ alpha - \ beta}} {\ mathrm {B} (\ alpha, \ beta)}} }
.
This is the beta function .
B.
(
α
,
β
)
{\ displaystyle \ mathrm {B} (\ alpha, \ beta)}
A random variable that follows an inverse beta distribution has the expected value
X
{\ displaystyle X}
E.
(
X
)
=
α
β
-
1
if
β
>
1
{\ displaystyle \ operatorname {E} (X) = {\ frac {\ alpha} {\ beta -1}} {\ text {, if}} \ beta> 1}
the mode
Mod
(
X
)
=
α
-
1
β
+
1
if
α
≥
1
, otherwise
Mod
(
X
)
=
0
{\ displaystyle \ operatorname {Mod} (X) = {\ frac {\ alpha -1} {\ beta +1}} {\ text {, if}} \ alpha \ geq 1 {\ text {, otherwise}} \ operatorname {Mod} (X) = 0}
and the variance
Var
(
X
)
=
α
(
α
+
β
-
1
)
(
β
-
2
)
(
β
-
1
)
2
if
β
>
2
{\ displaystyle \ operatorname {Var} (X) = {\ frac {\ alpha (\ alpha + \ beta -1)} {(\ beta -2) (\ beta -1) ^ {2}}} {\ text {if}} \ beta> 2}
.
Relationship to the gamma distribution
If the second parameter of the gamma distribution is a random variable that is distributed like a gamma distribution, then the resulting random variable follows an inverse beta distribution .
ϵ
{\ displaystyle \ epsilon}
G
(
a
,
ϵ
)
{\ displaystyle {\ mathcal {G}} (a, \ epsilon)}
G
(
b
,
1
)
{\ displaystyle {\ mathcal {G}} (b, 1)}
I.
n
v
B.
(
a
,
b
)
{\ displaystyle {\ mathcal {InvB}} (a, b)}
Relationship to the gamma-gamma distribution
A gamma-gamma distribution corresponds to an inverse beta distribution .
G
a
m
m
a
-
G
a
m
m
a
(
a
,
b
=
1
,
d
)
{\ displaystyle \ operatorname {Gamma-Gamma} (a, b = 1, d)}
I.
n
v
B.
(
α
=
d
,
β
=
a
)
{\ displaystyle {\ mathcal {InvB}} (\ alpha = d, \ beta = a)}
Web links
Discrete univariate distributions
Continuous univariate distributions
Multivariate distributions
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