Exact(6)
Ten randomly generated feature subsets, each with 84 image patterns, were tested and the averages of the runs are reported.
The newly generated feature vector provides a quantitative description of the latent topic structure associated with the unseen input ({mathbf{u}} _mathrm{new}).
Increasing the number of units and adding max-pooling to the generated feature further improved the performance and achieved error rates of up to 1.18 % for all cases.
More specifically, generating new FVs with high dimensionality may be laborious and time-consuming; for example, in [20], a separate subpopulation needed to be generated for each new generated feature.
The generated feature vectors, which consist of pairwise LZ-complexity scores, amplify the similarities and differences between the antimicrobial and nonantimicrobial peptides.
For the three schemes mentioned in the above section, the generated feature vectors of all the IPCs were fed into the same SVM classifier for the purpose of FP reduction.
Similar(54)
From a machine-learning perspective, most feature generation frameworks use a wrapper approach to evaluate generated features on the training set.
Then, feature-based simplification is applied to the generated feature-based model.
Table 3 shows the final outcome of the generated features.
Therefore, the generated features better resolve the various classes.
13321_2016_177_MOESM3_ESM.xlsx Additional file 3. Summary description of selected and generated features for chemical compounds.
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