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Recent studies show a good classification for the investigated industries related to CLSC.
The model has presented a suitable probability of good classification for the external prediction data set.
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The commodity type is encoded under NST/R (the 1970 revised European standard goods classification for transport statistics, replaced by a the new NST classification in 2007 [20]).
The discriminant functions applied showed a globally good classification of 99.79% for the best model Class="−96.067+1.988×102X0Av+91.907BIC3+6.853CIC1 in the training set.
This seems to imply that some common features allow for a good classification of the top level.
The first one model was performed considering all data set as training series and classifies correctly 88.89% of active compounds and 100.00% of nonactive one for a global good classification of 96.87%.
It has shown good classification power for industrial petroleum products.
NBC is a good classification tool for larger data sets as the training process takes less time with greater accuracy.
Using this point of view, we construct predictive models on the odds of recession that have good classification skill for predictions 1- to 12-months into the future.
To find an optimal configuration of ANN, which provides good classification performance for all sensor positions, different size of hidden layers [100,150,200,250,300] were tried.
The result indicates that the good classification accuracies for the different images will be achieved with the use of the extracted optimal values of the parameters.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com