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The only assumption lies in the underlying probabilistic model (for instance, one assumes that the processes are inhomogeneous Poisson processes).
In this paper, we proposed an alternative select link analysis method by using the logit weibit hybrid model as the underlying probabilistic route choice mechanism.
The underlying probabilistic model of data in the Hopfield network is the non-ferromagnetic Lenz Ising model [16] from statistical physics, more generally called a Markov random field in the literature, and the model distribution in a fully observable Boltzmann machine [17] from artificial intelligence.
The underlying probabilistic model makes the algorithm parameter free and robust to outliers, noise and errors.
The ease of the graphical definition encapsulates a sound method for query definition, requiring no in-depth knowledge of the underlying probabilistic methods to use this tool.
Unlike with topological measures where updates to the ontology affect similarity between objects, information-theoretic measures are also affected by changes in the underlying probabilistic model even if the structure of the ontology remains the same.
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While this method violates the assumptions of independence underlying probabilistic record linkage [ 41], linkage variables are almost never independent, and such techniques have been implemented in some linkage packages.
Such measures assume an underlying probabilistic model over the ontology and use a database of proteins to learn the model.
Statistical methods, which limit the influence of extreme observations, are applied to obviate assumptions about underlying probabilistic models (Hoaglin et al., 2000).
Nevertheless, real gambling tasks such as the IOWA gambling task [ 29] may also help understand neuropsychological functioning underlying probabilistic choice.
As with GATB, most of khmer relies on an underlying probabilistic data structure (Bloom filter).
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