Sentence examples for by implementing a nonparametric from inspiring English sources
This procedure uses a Probabilistic Neural Network (PNN) to classify cases into malignant and benign categories, based on 9 input variables (KIT, LSM7, C21orf4, DDI2, SYNGR2, TC1, Hs.296031, CDH1, NATH), by implementing a nonparametric method for classifying observations into one of benign and malignant groups based on the observed expression variables.
We also again control for sample selection within this framework; we follow Buchinsky (2001) by implementing a two stage approach, whereby step one involves estimating selection models for both established and new migrants using a semi-nonparametric estimator13, and in step 2, we augment the quantile regressions with level and squared terms of the inverse mills ratios derived from step 1.
Second, we implemented a nonparametric fold-change ranking approach as recommended by the MAQC Consortium (Guo et al. 2006; Shi et al. 2006) by which we selected genes with a) at least a ± 1.4-fold change between control and exposed data sets and b) substantial within-group consistency as evidenced by a two-tailed t-test p-value ≤ 0.1.
Statistical robustness was estimated by implementing parametric and nonparametric simulation approaches based on the images obtained from an event-related fMRI experiment.
In the previous study [19], the inharmonic models are implemented in a nonparametric way.
However, from what I can glean from the team, it's the same kind of problem: implementing a parametric Bayesian analysis with a computationally expensive model, by building a fast nonparametric "emulator" for the model.
We implement a more robust nonparametric covariance estimator to model these interactions within the framework of functional mapping of reaction norms to two signals.
Differences in the distribution of GM between patients and controls were examined by using permutation-based nonparametric testing, correcting for multiple comparisons by implementing threshold-free cluster enhancement (TFCE) [ 54].
The robustness of each branch was estimated by a nonparametric bootstrap procedure implemented in PHYML (100 replicates of the original data set and the same parameters).
