Sentence examples for minimal feature set from inspiring English sources

Unlike previously proposed methods, this work presents an algorithm that supports data mining and security defence for cloud DDoS attacks using minimal feature set.

Secondly, three variable reduction strategies were tested, that include the use of i) support vector machines (SVMs) with principal components analysis for all the feature set space; ii) using genetic algorithms coupled with SVMs for feature selection; iii) use the ranked features list as produced by random forests for searching a minimal feature set to train a SVM model.

The use of the maximal feature set consistently outperformed the minimal feature set in the combined system.

Figure 3 shows the distribution of predicted success provided by the mean combiner using the minimal feature set.

In the cases of failing regimens, all three classifiers very frequently agree upon the wrong label, precisely in 350 of 900 (39%) failing regimens in the training data using the minimal feature set.

In the remainder of this paper we will refer to features derived from the minimal and full set of information as minimal feature set and maximal feature set, respectively.

In this paper, a supervised approach for word sense disambiguation using neural network with minimal feature sets was implemented.

They identify minimal feature sets, prototype aggressively, test-drive new features and use incremental go-to-market strategies.

Results for the individual classifiers using the minimal and maximal feature set are summarized in Table 2.

Notably, agreement of the three classifiers on the wrong label occurred more frequently in instances labeled as failure than in instances labeled as success (39% vs. 4% and 37% vs. 4% using the minimal and maximal feature set, respectively; both p<2.2 * 10−16 with Fisher's exact test).

Features that can be derived from the minimal (maximal) feature set during prediction were allowed for usage in the minimal (maximal) feature set as well.