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Compared with the previous works, there are two advantages of our algorithm: (1) Manifold learning which leverages the underlying geometric structure of the training data is imposed to utilize both labeled and unlabeled data.
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We use two types of prior knowledge in this analysis: (i) a group structure is imposed to the SNP data using the LD block information (Fig. 4), and (ii) a network structure is imposed to the amyloid imaging data by computing an amyloid pathway-based gene co-expression network in the brain using Allen Human Brain Atlas (AHBA; Zeng et al., 2012).
Data validation restrictions have been imposed to protect the integrity of the collected data.
These criteria are imposed to ensure data availability and to provide a relatively homogeneous set of cases in terms of the nature of the allegations.
Consistent with the Italian population pyramid, age and gender quotas were imposed to collect data from each region see also [ 27].
The appropriate functional form for fitting the continuous covariate, age, in the regression model was assessed using fractional polynomials based on 500 full datasets, prior to missing data being imposed.
Conventional decision-making algorithms lack the ability to efficiently solve a decision problem where imprecise data are imposed; thereby the use of fuzzy logic provides the ability to handle imprecise data and to combine and evaluate multiple criteria simultaneously.
Typical examples are being given in Figs. 2 4, in which no latitudinal constraint on the analysis of the satellite data was imposed.
In addition, the other small assumptions of the initial data are imposed in [4, 5], some time decay rates results can be obtained and our results also improve the time decay rate results in [4, 5].
Prior distributions obtained from expert data are imposed on the IRT model parameters and are updated with participants' data.
Initially, when the additional constraints arising from the proteomic data were imposed on the genome-based reconstruction, no solution was possible by FBA.
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CEO of Professional Science Editing for Scientists @ prosciediting.com