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In this paper, we present a framework for hybrid image summarization in which social images and corresponding textual information are taken as vertices in a hypergraph and the task of image summarization is formulated as the problem of hypergraph partition.
The final step of pre-processing is the summarization, in which a single expression estimate is calculated for each probe-set based on the intensity of the individual probe signals [ 95].
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In order to find a reasonable way for including all relevant but often low prevalent problems into a sensible analysis of combinations a process of summarization was performed in which the research team constructed a list of 23 problems (Table 1).
Nor does Electronic Evolution try to summarize the history of the medium or redefine it; ours is not a point in history in which summarization or redefinition is possible.
193 proteins had a concept profile, i.e. a statistically weighted summarization of the context in which the protein appears in MedLine abstracts.
A review summarization algorithm is proposed in [11], in which the latent semantic analysis (LSA) method is used to identify textual features, which are accessible to experts and non-experts alike because of their appearance in general sites such as the popular Internet Movie Data Base (aka IMDB) online site and mobile application.
For probe summarization, we used the "IQR" method, in which we selected the probe ID with the largest interquartile range (IQR) of the expression values to represent the gene.
The example in which PKPD modeling was used rather than direct summarization of washout data was interesting as it changed conclusions regarding safety margins.
This implies some arbitrariness in the summarization procedure, which makes FIRMA less reproducible than ANOSVA.
Additionally, probe selection strategies (Xing et al., 2006), in which a subset of probes which show highly correlated intensities across multiple samples are selected for summarization of overall expression, guards against cross-hybridization biases originating from a minority of probes.
This scenario corresponds to an ideal egalitarian participation in which citizens act altruistic and rewards are not an incentive for them to increase or decrease their summarization level.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.
Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com