Probability aggregation methods in geoscience

D Allard, A Comunian, P Renard - Mathematical Geosciences, 2012 - Springer
The need for combining different sources of information in a probabilistic framework is a
frequent task in earth sciences. This is a need that can be seen when modeling a reservoir …

The Nu expression for probabilistic data integration

EI Polyakova, AG Journel - Mathematical Geology, 2007 - Springer
The general problem of data integration is expressed as that of combining probability
distributions conditioned to each individual datum or data event into a posterior probability …

Combining multiple probability predictions using a simple logit model

VA Satopää, J Baron, DP Foster, BA Mellers… - International Journal of …, 2014 - Elsevier
This paper begins by presenting a simple model of the way in which experts estimate
probabilities. The model is then used to construct a likelihood-based aggregation formula for …

Ensemble forecast of analyses: Coupling data assimilation and sequential aggregation

V Mallet - Journal of Geophysical Research: Atmospheres, 2010 - Wiley Online Library
Sequential aggregation is an ensemble forecasting approach that weights each ensemble
member based on past observations and past forecasts. This approach has several …

Aggregation in geostatistical problems

N Cressie - Geostatistics Tróia'92: Volume 1, 1993 - Springer
A random process Z (.) defined on point support has quite different characteristics to those of
aggregations of Z (.). For example, Z (§ ) has larger variance than Z (B)== fBZ (lJ) dlJ/fBdlJ …

Combining probability forecasts

R Ranjan, T Gneiting - Journal of the Royal Statistical Society …, 2010 - academic.oup.com
Linear pooling is by far the most popular method for combining probability forecasts.
However, any non-trivial weighted average of two or more distinct, calibrated probability …

Mixture models and atypical values

NA Campbell - Journal of the International Association for …, 1984 - Springer
The resolution of a mixture of two or more populations into its component distributions may
be markedly influenced by one or a few atypical values. The maximum likelihood solution …

Aggregation of imprecise probabilities

S Moral, J Del Sagrado - Aggregation and fusion of imperfect information, 1997 - Springer
Methods to aggregate convex sets of probabilities are proposed. Source reliability is taken
into account by transforming the given information and making it less precise. An important …

[图书][B] Combining diverse and partially redundant information in the earth sciences

S Krishnan - 2005 - search.proquest.com
Many decision-making processes in the Earth sciences require the combination of multiple
data originating from diverse sources. These data are often indirect and uncertain, and their …

Sequential aggregation of probabilistic forecasts—application to wind speed ensemble forecasts

M Zamo, L Bel, O Mestre - … of the Royal Statistical Society Series …, 2021 - academic.oup.com
In numerical weather prediction (NWP), the uncertainty about the future state of the
atmosphere is described by a set of forecasts (called an ensemble). All ensembles have …