Sentence examples for datasets representation from inspiring English sources
For example, in terms of high-dimensional datasets, representation learning seems to be a promising solution, which can learn the meaningful representations of the data that make it easier to extract useful information for achieving impressive performance on many dimensionality reduction tasks.
Perform processing; store results as ot:Dataset representation (e.g. ot:FeatureValue instances); 3.
Read data from a web address, representing an ot Compound or an ot:Dataset instance; Perform processing; store results as ot:Dataset representation (e.g. ot:FeatureValue instances); Write the ot:Dataset RDF representation to an OpenTox data service; return the URI of the resulting dataset.
RDF natively provides means to link multiple concepts to a same resource, either by multiple inheritance, or owl:sameAs links, and we intend to use these techniques, together with the current dataset representation, to describe complex toxicological studies.
In typical real-world datasets, the representation would not be perfect, even if the dimensionality of embedding is large.
On noisy simulated datasets, sparse representation achieved higher accuracy of parcellation and higher ability of restraining noise effects (Fig. 4).
Write the ot:Dataset RDF representation to an OpenTox data service; return the URI of the resulting dataset. .
The vertical line is drawn at the 95th percentile of the SALI values for that dataset and representation.
For the current study that involved six different data sets with activity against one or more molecular targets, and different sets of 2D and 3D fingerprints, we concluded that statistically significant landscapes are dataset and representation dependent (in addition to activity cliffs themselves being target and chemical series dependent).
Converting the z-binned datasets into representations of seafloor conditions involved several processes.
To give k values of the 5th dataset fair representation, k means were averaged independent of k shapes (which were averaged as percentages of means).
