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Example Sentences for "classifier "


This study also confirms that a classifier could be developed with M/Z values greater than 2000.

Once new classes are identified and class labels are assigned to the observations, the next step is often to build a classifier for predicting the class of future observations.

(c) Build a classifier C (•, b ) using the learning set b and its cluster labels.

(d) Apply the resulting classifier to the test set .

DLDA is a very simple classifier but it has been shown to perform well in complex situations, in particular, in an extensive study of discrimination methods for the classification of tumors using gene-expression data [ 29].

Although it may seem that having a classifier as a parameter of the Clest procedure creates more room for error, we have found that this is not the case in practice.

When the classifier in Clest performs poorly, other methods for estimating the number of clusters also perform poorly.

As reproducibility of the cluster assignments is an integral part of the Clest method, the clustering results can be used reliably for building a classifier to predict the class of future observations.

A quadratic regression classifier was used to develop a scheme that defined treated and control groups in three datasets: gene expression, tissue feature and the combination of both.

Using the first two principal components, we classified the animals in treated day-4 versus control and other groups using a quadratic regression classifier for all three datasets.

Using the two principal components and the CCl 4 -toxicity classification, the quadratic regression classifier was fit to estimate the coefficients ß 0 through ß 5 .

To test our hypothesis that A549 cells and U118 cells each express a restricted set of ECM-related genes in tumors, we built a classifier for distinguishing between A549 and U118 cell-culture profiles.

We then tested the classifier on the six profiles from A549 and U118 cell cultures.

The classifier distinguished perfectly between A549 and U118 profiles, which indicates that the expression pattern of ECM-related genes upregulated in the A549 tumors is more similar to the expression pattern of the same genes in the A549 cell cultures than it is to the expression of these genes in the U118 cell cultures, and vice versa.

Classification of cell-line lineage based on gene expression In order to determine whether the lineage, A549 or U118, of a given cell population could be predicted on the basis of its gene-expression profile, we built a classifier using a training set of profiles with a set of genes of interest to be used as markers.


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