Sentence examples for better than the supervised from inspiring English sources
The reason why the unsupervised method performs better than the supervised scheme may be because the similarity graph W encodes general information about the relationship among the nodes, whereas the within- and between-similarity graphs, W w and W b, may overlook some subtle discriminative connection in the graphs.
Trained on word and syntactic features, the model can filter out erroneous species entity relations and achieve significantly better micro-averages than the rule- and parser-based systems, and better macro-averages than the supervised classification approach.
ESC has in almost all cases better precision percentages than the supervised classification.
The fact that ESC has better performance in some cases than the supervised classification is due to the subjectivity/errors on manual annotations (see Section 7.2).
It can be noted that SVM has a small accuracy improvement with the increase of supervision, although it has better results than the semi-supervised algorithm alone.
In contrast, unsupervised imputation constitutes a conservative approach that does not use the whole available information and reflects the normal error levels for each test better than supervised imputation, whilst also acknowledging that the unsupervised version is more volatile with respect to the true clinical outcome, but not the variability of the tests.
This is motivated by the fact that due to the presence of training points, supervised classification usually performs better than the unsupervised classification or clustering.
In a recent randomised single blind study the short-term effect of supervised exercises was significantly better than the effect of rESWT on subacromial shoulder pain, but both groups improved [ 17].
Experimental results show that the proposed active semi-supervised SVM algorithm performs much better than the pure SVM active learning algorithm, and thus can further reduce manual labeling workload.
Task-shifting has been shown to be effective in high-income countries whereby appropriately trained and well supervised lower-level cadres perform delegated tasks well or better than the trained ones [ 1, 6, 7].
