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Although undersampling discards information, empirical evidence shows that it yields classifiers with higher sensitivity.
Current comprehensive studies predicting protein-coding genes from the human genome [ 1, 2] mainly employ three sources of information: empirical evidence provided by expressed sequence tags (ESTs) and cDNAs, nucleotide and protein sequence similarity to those of known genes, and statistical probability calculated by computer algorithms (ab initio prediction).
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Each of these scales was developed using a combination of previous case study data, empirical information, and expert elicitation.
Parameterisation of measurement error was informed by published information on empirical measurement error, as well as results of a field trial using 10 independent observers.
It is not clear that detailed information from empirical studies of human reasoning is needed here.
Still, information from empirical sciences cannot be irrelevant to issues about what people actually know.
Statistics of these parameters will extract important information for empirical derivations in local PKW sediment transport as well as closure of numerical modeling of PKW.
Currently, a combination of structural information and empirical relationships can be applied to describe liquidus phase relations and fluid/mineral/melt element and stable isotope partitioning.
However, little structured information and empirical evidence is available to help software engineers assess the suitability of a language for a particular development project or software architecture.
Each proceeds on the assumption that philosophy of science may legitimately include some form of analysis of actual reasoning patterns as well as information from empirical sciences such as cognitive science, psychology, and sociology.
It was indeed scientific information and empirical knowledge I was to master rather than the more phenomenological information of how we, as humans, live our lives.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com