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Fig. 8 The dataset structure of the SciData Data Model.

In addition to the dataset we release a guide to the dataset structure and several csv files containing names and technical information, such as metadata tags, of all the collected media.

The fact that LTSA showed very low performance in the same range where Isomap showed topological instability is a further confirmation of local nonlinearity present in the dataset structure.

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Later, an unsupervised learning step is performed with the objective of extracting useful information from the intrinsic dataset structure.

The method is inspired by the recent Pairwise Recommendation [9] algorithm, which considers the intrinsic dataset structure through a recommendation simulation model.

A special judgment was needed for this exceptional case to decide either (a) which variables to use or (b) not to use any of them at all, based on a manual scrutiny of the survey dataset structure.

Due to the complexity (multimodality) of the complete nuclear dataset, Structure sometimes converged to different solutions in independent runs for the same K.

The Kylberg Sintorn Rotation Dataset is a generic texture dataset with similar types of textured surfaces as in the Outex dataset but with the same general dataset structure (many samples of each texture-rotation combination) as the Mondial Marmi dataset.

Instead, two Bayesian clustering methods that do not require prior population information to partition samples into genetic groups were used to detect any possible genetic structuring in the Huia microsatellite dataset: STRUCTURE 2.1 [38], [38] and PARTITION [31].

Table  1 lists the prefixes and the namespaces that are used in this paper to denote different statements.> A detailed explanation of the BioModels Linked Dataset structure using specific examples is provided below.

> -wrap-foot> For the training dataset, structures aligned to the membrane normal were obtained from the OPM database (Lomize et al., 2006).

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