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Step 3. From these data blocks, we form a training matrix with the dimensions of Q × V, where Q is the length of the input vector of the network and V is the number of training vectors.
Thus, a training matrix was defined where rows were indexed by the datapoints in the training set used to train the model library, and columns by the models in the aforesaid library.
In the case of ZF precoding, if n T > n R, I T will have rank at most n R yielding a training matrix P with only n R active eigendirections.
A training matrix is generated from the training data set.
A training matrix containing the laboratory test statistics is calculated from the training data set and stored.
Build training matrix: To avoid duplicate calculating the frequency of a test and the joint frequency between two tests, we build a training matrix out of the training data.
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Let us define g and T as ξ′ matrix and a given validation tumor respectively or a given training matrix and a corresponding given training tumor respectively.
Different from previous work, we consider a MIMO system with a random channel matrix model, a general training length, and a unitary training matrix.
Among the 974 genes belonging to the ξ matrix, we finally retained, for the final gene signature, in a ξ′ matrix, 322 genes as function of a threshold (P=0.001) on the frequencies of relevance, which is defined as the frequency at which a given gene and a given tumor are found together in a selected training matrix, weighted by the number of training tumors well classified by this training matrix.
A staff training matrix identifies further training required, meaning staff are fully qualified at all times.
Finally, the scheme 'White training' corresponds to the use of the vectorized MMSE filter at the receiver, with a white training matrix, i.e., one having equal singular values and arbitrary left and right singular matrices.
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Justyna Jupowicz-Kozak
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