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In this problem of few samples, classification execution time is low, therefore a wrapper method is a good option.
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The feature subsets discriminant performance was compared in terms of classification error and execution time on a 13-dimensional (two feature subsets), 2-class ( and ) image database.
The percentage of the correct classification for each execution is illustrated in Table 5.
The external algorithms are inserted into an ILP system as a special kind of predicates (lazily evaluable predicates implementing learning and classification forms of execution).
Table 5 Measures of the percentage of correct morphological-syntactic classifications over the Bosque corpus Execution Correct classification 1 83.50 3 82.85 4 83.07 5 81.90 6 79.72 7 81.15 8 81.44 9 81.34 10 81.01 Avg1.01 Avg.
Note that there is a distinction in the execution of classification between the PRN database and the formal, governmental CBS guidelines where classification was more nationality based on the basis of the information provided by the person (country of birth and parents' country of birth).
Their approach intended to predict the execution time of classification algorithms through very simple meta-attributes such as number of attributes and number of examples.
We highlight the supremacy of the proposed methods, compared both to the typical audio-based and deep-learning methods that adopt handcrafted features, and we evaluate our system in terms of classification success and run-time execution.
Two quasi-experimental studies were performed on ObasCId and ObasCId-Tool, and their results indicated that these technologies may positively contribute for the concern identification and classification effectiveness without harming its execution time.
To reduce the inherent noise in the generated data and also reduce the cost of the classification algorithms in terms of execution time and memory requirements, we used an SVD-based dimensionality reduction.
A software that converts the DNA Barcode FASTA sequences to the Weka format is released, to adapt different input formats and to allow the execution of the classification procedure.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com