Our analysis has shown that without inputting any prior knowledge, unsupervised algorithms are able to discern data (unobtainable by traditional statistics) that are indicative of death, infection, and MOF.
Self-evidently trends require a minimum of two data points to discern so data from twelve countries had to be discarded.
All 363 isolates were typed with the adjusted 9 loci-MLVA scheme and 252 different MLVA9-Utrecht types could be discerned (typing data available in supplement Data S1).
Preliminary qRT-PCR results for expression of the 17-gene classifier from 10 melanomas and 10 naevi showed very similar results to the data from the GeneChip microarray, with all 10 melanomas and nine of 10 naevi being discerned correctly (Data S2; see Supporting Information).
Another difficulty was in extraction of data; specifically discerning the number of data obtained.
For example, it can be used to discern climate data from the isotopic composition of fossil foraminifera in (well-preserved) ocean drill cores.
Short term student impacts were discerned from data collected at the time of the Academy.
Descriptive statistics were used, including cross-tabulations, frequencies and graphs, to discern any data anomalies, such as outliers or extreme values, and to describe the study participants.
I think this one ends up as a problem that has stumped philosophers of science for ages, namely the problem of how scientists (or scholars more generally) are to discern what data count as legitimate and relevant.
To discern underlying data structure in the Dex-regulated network, we decomposed this network using the Newman-Girvan community clustering algorithm [ 28], a divisive procedure that iteratively removes network edges with largest "edge betweenness", recalculates this metric for a novel network and repeats the procedure until the network is split into several groups.
There is more data available on consumer preferences, behaviors and interests than ever before, so marketers must be more discerning about which data providers they use and how they leverage purchased data to drive sales.
