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Context-specific information refers to the information in the sequential neighborhood of one residue.
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For the LPIS assessment with the SOM based clustering, first we obtain the SOM prototypes by Matlab SOMtoolbox (developed by Helsinki University of Technology) using a 50×50rectangular lattice with sequential learning and Gaussian neighborhood.
Similarly, Wang et al. [36] introduced a sequential Differential Evolution (DE) enhanced by neighborhood search (SDENS), where hybrid crossover strategy "rand/1/bin" and "rand/1/exp" are used.
Figure 1 graphically depicts the change in between-school variance with the sequential addition of individual, school, and neighborhood level correlates and risk factors for asthma.
Finally, the global optimization gradient-based method Adaptive Filter Sequential Quadratic Programing (AFSQP) is utilized to search the neighborhood for a probable optimum point.
I then introduce a new study from Chicago that attempts to link individual development and pathways of crime to some of these large-scale social changes, capitalizing on a cohort sequential design from the Project on Human Development in Chicago Neighborhoods.
Multilevel logistic regression was used to test the relationship of neighborhood and individual social capital with dental pain after sequential adjustment for covariates.
Several methods for different classes of problems, such as the branch and bound method, integer programming, sequential linearization methods, simulated annealing (a stochastic method), dynamic rounding-off, and neighborhood search methods, are presented.
In addition to the usual sequential strategy, a new nested strategy is proposed in designing a deterministic variable neighborhood descent local search.
Based on minimizing the Kullback Leibler divergence of neighborhood functions in data and image spaces, this Neighbor Embedding XOM (NE-XOM) creates a link between fast sequential online learning known from topology-preserving mappings and principled direct divergence optimization approaches.
4-Way Sequential: Team Talan/Express.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com