Sentence examples for best represent the data from inspiring English sources
With all of the data pouring in, I had many processing options, as well as some difficult decisions to make in terms of how to best represent the data.
The proposed models are then estimated with a number of alternative estimation methods and second stage statistical tests are implemented in order to decide which model and estimation method best represent the data.
In other words, PCA finds the projections that best represent the data.
Stat3 and c-Myc expression value matrices were clustered into 20 and 10 clusters respectively to best represent the data set.
Factorial validity for the MASQ has been established in non-clinical samples, with three factors consistently found to best represent the data [ 7, 13, 14].
Other cutpoints were considered, including a 10 kg change in weight (data not shown); the cutpoints used here were believed to best represent the data.
An unsupervised cluster analysis was performed to fractionate each bacterial trajectory into run and tumble segments, and then the distribution of parameters for each mode were extracted by fitting mathematical distributions best representing the data.
The comparison index Bayesian information criteria (BIC) was also used: the model with the lowest value was considered to be the one that best represents the data.
Agreement of findings was obtained through such discussion and collaborative mapping, resulting in four overarching themes that best represented the data set and research questions.
k-means requires k to be specified a priori and it is a challenge to determine an appropriate value of k that best represents the data.
