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Another positive characteristic of the cost curves is that they allow various classifiers to be readily compared.
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Table 1 Groupwise average accuracies of various feature extraction methods combined with various classifiers applied to classify sets A, D, and E (standard deviations are noted in parentheses).
Table 2 Groupwise average accuracies of various feature extraction methods combined with various classifiers applied to classify sets A, B, C, D, and E (standard deviations are noted in parentheses).
The simplest way to combine predictions of various classifiers is to take a vote by averaging their estimates.
One possibility to overcome this, for the purpose of comparing various classifiers, is to use synthetic hyperspectral imagery where each pixel is labeled.
Our automated genotype calling algorithm is based on the simple linear discriminant analysis (LDA), using dynamic variable selection as special criteria for various classifiers related to multiple probes.
(b) A comparison of various regression classifiers to approximate the "spectral compactness" feature.
The first method consists of using the outputs of various classifiers as inputs to a second neural net fuser.
A potential solution to prevent the spread of toxic algorithms was outlined by UC Berkeley's Ken Goldberg who cited the concept of ensemble theory, which involves multiple algorithms with various classifiers working together to produce a single result.
The fingerprints can be used for exploring the chemical space based on their Euclidian distance or Tanimoto coefficients, and can also be used as inputs of various machine learning classifiers to predict various biological activities of compounds [ 13].
Although, several features with various classifiers have been designed to overcome these challenges, abdominal organ segmentation via classification is still an emerging field in order to reach desired precision.
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