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Harmonic mean estimator of Bayesian model evidence
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Mathematics
Area of mathematics
Probability and statistics
Statistical inference
Bayesian statistics
Bayesian model evidence
Created
2026-09-28
Updated
2026-10-14
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Given posterior draws
θ
i
, the
harmonic mean
estimator
is
Z
=
[
m
1
∑
i
=
1
m
L
(
θ
i
)
−
1
]
−
1
.
(1)
Although the
average
inside
brackets
estimates
Z
−
1
, its
variance
is often infinite because reciprocal likelihoods grow rapidly in the posterior tails.
Ancestors
(7)
Bayesian model evidence
Bayesian statistics
Statistical inference
Probability and statistics
Area of mathematics
Mathematics
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Past exam of the mathematics course of the University of Cambridge
/
2022
/
iii
/
Paper 219
/
4
/
a
/
i
/
Solution
Past exam of the mathematics course of the University of Cambridge
/
2022
/
iii
/
Paper 219
/
4
/
a
/
iv
/
Solution
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