Sentence examples for based on dimension reduction from inspiring English sources
Recently, several image hashing schemes based on dimension reduction have been developed and reported to outperform previous techniques.
Only the models based on dimension reduction and regularization required the tuning of an hyperparameter.
We present a formal approach for microarray quality assessment that is based on dimension reduction of established measures of signal and noise components of expression followed by parametric multivariate outlier testing.
In addition, most of the models are based on dimension reduction using clustering techniques, therefore, the resulting network is not a gene-gene network but a module-module network.
Three series of mixtures A, B, and C were designed based on the "dimension reduction prediction method" (DRPM).
Overall, we believe that comparing the estimated models based on different dimension reduction procedures will assist the analyst with determining the best procedure to use for their particular data problem.
Because DAPC is based on a dimension reduction of the data using principal component analysis (PCA) followed by a linear discriminant analysis, the choice of the number of PCA axes to be retained at this stage needs to be evaluated.
Dimension-distributed models include coevolution and multi-agent models, which focus on dimension reduction.
His work on dimension reduction won the best paper award at FOCS 2003.
