Sentence examples for probabilistic queries from inspiring English sources

However, there is no analysis on the safeness of probabilistic queries in real-world applications, and there exists no tool support for applying the existing formalisms to the standard query language of SPARQL.

However it is also not possible to phrase all probabilistic queries in a deterministic query system.

These marginals may be useful in various settings to answer probabilistic queries about the occupancy or position of nucleosomes.

We demonstrate the effectiveness of probabilistic queries on a yeast sporulation data set using our implementation of the probabilistic time-boxes (pGQL).

An example (again on the yeast sporulation data) demonstrating the robustness of the probabilistic queries is shown in Figure 2b: Despite of outliers on time points four and five the query result shows time courses displaying strongly similar behavior.

10 Years of Probabilistic Querying – What Next?

DOI: http://dx.doi.org/10.7554/eLife.02020.014 10.7554/eLiFigure20.015 Figure 4 figure supplement 4. Simulated example of probabilistic querying of Clinical Face Phenotype Space.

The ex-act same graphical query in the deterministic setting shown in Figure 2a returns only a subset of the probabilistic query result, which is owed to the sensitivity to outliers.

More formally, given a full parametrized lHMM λ defined by the timeboxes (b1,..., b q) and m, the probabilistic query is defined as, (6) The main computational task behind the query is computing the log-likelihood of the time-courses for a given HMM.

We refer to our method as Probabilistic Graphical Query Language (pGQL), as HMMs are a specific class of (probabilistic) graphical models [ 8].

This path and the corresponding milestones are refined with a single-query Probabilistic Road Map (PRM) implementation that creates dynamically feasible flight paths with distinct flight mode selections.