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Using β=1.5 and different dictionary sizes composed of the same number of percussive and harmonic components ((a) 50, (b) 100, (c) 150, (d) 250, and (e) 500 components) using the development database E. Figure 4 Optimization of the parameter β.
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In order to study the effect of the different variables, each parameter was tuned solely (fixing other elements) using the development set of each face spoofing database.
The development database was used for prototyping all the SQL queries and procedures used in populating the main i2b2 repository (called the Clinical Research Chart) as well as for testing any additions/modifications to the i2b2 metadata.
Same-origin and different-origin scores, s dev, from the development database are used to train the calibration weights, i.e. the intercept and regression coefficient of the logistic regression model, and subsequently these calibration weights can then be used to calibrate scores from the test database.
For details, see Additional file 9. To provide insights into the transcription regulation of gene expression during rice pollen development, we identified cis-acting regulatory elements from 2-kb regions upstream of the start codon of the development stage-enriched genes using the PLACE database.
Based on the approach used by Wu and Zhang [26], we also searched a set of genes related with dental development using the Gene Ontology database (browser AmiGO - http://amigo.geneontology.org/cgi-bin/amigo/browse.cgi [54]).
The proposed methods also do not rely on prior knowledge to put noising into the supervector; we use development database for cross validation to select a better perturbation.
Future work will cover this by using the latest development of the GO database, and which evolutionary distances between Mollicute genomes are still allowable in order to predict a reliable number of conserved functional modules between them.
All trial subject data is entered into a web-based electronic database using the Microsoft.Net development environment that is accessible from any web-enabled computer, tablet or cell phone.
Sequences were aligned using the SILVA database.
We then validated each model using the database that was omitted during model development.
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