Combining Knowledge from Diverse Sources: An Alternative to Traditional Data Independence Hypotheses

By André G. Journel. 2002

302 citations recorded by the source corpus.

Subfields: Computer Networks and Communications, Environmental Engineering, Statistics and Probability

View Paper: https://www.semanticscholar.org/paper/131804eb8d0468c7a9a3c52c837375077387de3f

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Citations in the corpus

Comparing the Gradual Deformation with the Probability Perturbation Method for Solving Inverse Problems (2007, methodology): “|D) through the following relationship: 1 2 1 Pr(A | ) with 1 x x b c a a a where: 1- Pr(A | ) 1- Pr(A | ) 1- Pr(A) b , c , a Pr(A | ) Pr(A | ) Pr(A) τ τ = + = = = = B, D B D B D (6) This model for Pr(A|B,D) is also known as the tau-model (Journel, 2002).”
The Direct Sampling method to perform multiple‐point geostatistical simulations (2010, methodology): “For existing MP methods, several techniques can be found in the literature to account for nonstationarity either of the TI or of the simulated field [Chugunova andHu, 2008;De Vries et al., 2009; Journel, 2002; Strebelle, 2002].”
Multiple-Point Simulations Constrained by Continuous Auxiliary Data (2008, methodology): “The second method is based on an analytical approximation of the probability (1) using the “τ -model” ( Journel 2002 ).”
Multiple-point geostatistical modeling based on the cross-correlation functions (2012, methodology): “Strebelle [68] proposed an alternative method—single normal equation simulation (SNESIM)—by using a search tree structure that is an efficient method of accessing highdimensional data that can overcome the problem associated with the original MPS method [49, 59].”
Blocking Moving Window algorithm: Conditioning multiple‐point simulations to hydrogeological data (2010, methodology): “The degree of perturbation is controlled by a single parameter rD ranging from 0 (no perturbation) to 1 (a completely new MP simulation). rD is used to modify a local probability map which is then combined with prior probabilities of the initial MP simulation using the tau model [Journel, 2002].”
The Probability Perturbation Method: A New Look at Bayesian Inverse Modeling (2006, background): “The τ -values can be interpreted as “weights” given to each data type (see Journel, 2002 ).”
A Comparison of Modified Fuzzy Weights of Evidence, Fuzzy Weights of Evidence, and Logistic Regression for Mapping Mineral Prospectivity (2014, unknown): “For example, Journel (2002) proposed the Tau model to reduce data redundancy.”
Probability Aggregation Methods in Geoscience (2012, methodology): “Journel (2002) proposed the Tau model in a very broad perspective.”