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The results underline that using prior knowledge during network inference helps to predict biologically important interactions.
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Moreover, multimodel inference helped to mitigate the limitation on the number of predictors used to fit the models.
In addition, this emphasis on how morphology can be used to make ecological inferences helps demonstrate to students why the small amount of anatomical information included in the laboratory is necessary to develop a common language with which scientists can approach larger scientific questions.
How do these Big Data inferences help in practice?
It systematizes the principles licensing acceptable inference, and helps to highlight at an abstract level seductive patterns of incorrect inference to be avoided by anyone with a primary interest in truth.
In text summarization, lexical inference can help identifying redundancy, when two candidate sentences for the summary differ only in terms that hold a lexical inference relation (e.g. "the battery is long-lasting" and "the battery is enduring").
In medicine, expert systems using fuzzy inference can help doctors diagnose diabetes and prostate cancer.
Further, a preliminary analysis of missense variants in MCPH1 and MDC1 suggests structural inference may help reliably annotate variants in modular domains found in multiple proteins.
Casting decision making as active Bayesian inference may help to contextualize the interpretation of utilitarian models.
Motivation: Clustering and gene network inference often help to predict the biological functions of gene subsets.
Viewing the brain as an organ of approximate Bayesian inference can help us understand how it represents the self.
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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