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Better parameter sets (feature vector, number of frame shift, etc).
Based on this wave vector, number of actual modes M(E) at a given energy which is dependent on the sub bands location can be calculated.
After the change, we can obtain some singular values whose number reflects the independent row (column) vector number of the original matrix.
From the above discussion, the σ, ε and C were fixed to 0.13, 0.08 and 100, respectively, when the support vector number of the SVM model was 48. Figure 4 is a schematic diagram showing the construction of the SVM.
E=sum_{i=1}^n{left[{y}_i-left({a}_0+{a}_i+dots+{ats +{a}_k{x}_i^kright)right]}^2 (1)where y is the observation vector (filter bank output vector for a given band), n is the length of the vector (number of frames considered for regression, 5 to 10), and i is the index (frame index).
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Runoff coefficients computed from 1978 to 2000, by the water balance technique have been used to develop the optimal network architecture with appropriate choice of the size of input vectors, number of hidden layers and number of neurons in the hidden layers, training algorithms and transfer functions for the network.
At test time, PPK, SPE and WD need to compute the kernel values between each support vector (the number of support vectors can be large) and each test data point.
For each vector the number of cells in which the vector was predicted to be present was compared to the number of cells known to contain the vector.
Although in most cases, the support vector machines model has more than 70 support vectors, the number of relevance vectors related to different activities is always not more than 4, which implies a great simplicity in the classifier structure.
The population for each group of households is provided by multiplying the row vector of number of individuals in the households by the column vector of expansion factors for each household.
completing thr third division based on input vector, layer number of perceptron.
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