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The strategy of using prior knowledge to overcome identification problems arising from a small amount of data could be used in many Systems Biology application.
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The ANNs mimic the calibration data precisely, but suffer from overfitting when a small amount of data is applied for training.
This adaptive training modifies a general HSMM model, trained with sufficient data, to fit a particular style using only a small amount of data from this target style.
This occurred when large portions of the data were omitted, that is when there was a small amount of data from which to draw estimates.
* cookies: a Cookie is a small amount of data that is sent from the web server to your browser.
E-mail, for example, can take about the same amount of time to download, because it is a small amount of data.
For further analysis, a small amount of data was imputed.
The general strategy of SSL is to learn from a small amount of labeled data and a large amount of unlabeled data.
In our case, to use data from typical voices in different languages in order to recognize impaired speech using a small amount of training data from disabled people.
There was only a small amount of missing data, ranging from none for most variables to a maximum of 18 (3% of the women) for MUAC.
A small amount of demographic data is requested of registrants and will be kept confidential.
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CEO of Professional Science Editing for Scientists @ prosciediting.com