Sentence examples for predictor vector from inspiring English sources

We then created each predictor vector by determining the total number of unique attributes for each gene, followed by post-processing of each field, including z-score normalization (see online Supplementary Material).

Increasing the number of parameters in this way, however, causes high-dimensional predictor vector which results in over-fitting and the loss of generality.

Let x be an observed predictor vector and let our aim be to determine whether x belongs to the class of morbidity class or of normal course.

For a gene i, we denote its predictor vector as x i, and y i = 1 if it is a cell cycle gene and y i = 0 otherwise.

All these samples are Independent and Identically Distributed (i.i.d)., and each sample has a binary label y ϵ { 1, - 1 } and a predictor vector   x.

For each patient we generate a predictor vector whose k components consist of the differences of signal intensities from tissue samples from k gene pairs.

Predictions for each patient were made based on their raw predictor vector using the raw predictor and response data for the remaining patients ("leave-one-out" method).

LDA analysis was performed as reported in [ 24] with the only difference being that the P value for the p-dimensional predictor vector was 268 for XAR and 584 for XCR classifiers (Table 2).

The idea of local learning is to individualize the prediction process: the determination of the probability of cancer for a patient is "tailored" to the neighborhood of the patient's predictor vector.

The intercept is represented by β 0. Alternatively, Equation (1) can be represented in vector notation by y = H θ, where H is augmented predictor vector given as [ 1 a 1 a 2... a p ] and θ is the parameter vector.

We also plotted the probability estimate and upper and lower confidence curves as a function of sigma for the four patients in Figure 2. In general the user may want to set a lower limit on sigma - say the fraction given by the distance to the (N/5 -th closest predictor vector divided by the distaN/5 -ththe furthest.