Sentence examples for based on independent validation from inspiring English sources

The overall accuracy is 80% for the integrated map at level 1 and 73% for level 2 based on independent validation data.

In general, the results showed that random forest with marginal difference compared to Bagged CART and stochastic gradient boosting model is the best performing method whilst based on independent validation there was no significant difference between the performances of classification methods.

The accuracy of the random forest classification (without the superimposed classification of agroforestry and plantations) was based on independent validation points that were sampled similar to the training sample points.

Prediction accuracies based on independent validation are generally lower than those based on cross-validation.

It has been observed that accuracy estimates of genomic prediction models based on independent validation data are often substantially inferior to cross-validation estimates (Castaldi et al., 2011).

These datasets pave the way for a systematic approach based on independent validations.

Finally, we used internal validation to evaluate the accuracy of the model, and external validation based on independent data would be useful to validate the model further.

Evaluation of the mutation callers or understanding the sources of discrepancies is not straightforward, since for most tumor studies, validation data based on independent whole-exome DNA sequencing is not available, only partial validation data for a selected (ascertained) subset of sites.

Text S4: Network validation based on independent glioma cohorts.

The model validation was based on independent data, for all the state variables considered.

The model validation was based on independent data from a watershed not included in the model construction.