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Linear regression showed better predictive ability than Random Forest, although this may be due to our relatively small dataset (approx. 150 cases).
It is a relatively small dataset with 4279 compounds and with a ratio of 1 active to 70 inactive compounds (1.4% minority class).
Kutterolf et al. (2013) did not investigate a global dataset but instead the activity in the Central American Volcanic Arc and locations around the Pacific rim, resulting in a relatively small dataset for each glacial cycle.
Nevertheless, our application of AICC, may correctly adjust AIC values for small sample size bias, but should not be interpreted to completely preclude the possibility of our large model overfitting a relatively small dataset.
The relatively small dataset contained 195 expression profiles from six different microarray studies.
It is difficult to judge the significance of this due to the current, relatively small dataset.
Similar(26)
Such an algorithm was conceived in order to improve the performance of ANN-based software, when relatively small datasets have to be processed.
The satisfactory results obtained for the dengue dataset encourages the application of GP to model relatively small datasets issued from a single laboratory.
However, when this metric framework is applied to relatively small datasets, it may produce an undesirable compression of the most discriminative features.
We apply this strategy to model Human blood:air, human and rat tissue:air partition coefficients of organic compounds using diverse and relatively small datasets.
However, previous implementations were limited to relatively small datasets.
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