Sentence examples for sensitive learned from inspiring English sources

The woman who thought she was too sensitive learned that she needs to trust her own judgment about her friend's critical attitude.

Minimal cost decision tree construction plays a crucial role in cost sensitive learning.

His conclusion: Technology can make phones not just smart but sensitive, learning things we didn't know about ourselves.

As an example of the sensitivity that can be achieved with the sampling methods and cost-sensitive learning while maintaining a reasonable specificity, Table  9 shows the performance of the classifiers with the highest sensitivity and a specificity of at least 0.5.

These techniques have been traditionally proposed under three different perspectives: data treatment, adaptation of algorithms, and cost-sensitive learning.

A survey of cost-sensitive learning techniques over the years is covered in [1].

We use two approaches to deal with the imbalance problem: sampling methods and cost-sensitive learning.

Experiments also show that CSA helps dimension sensitive learning algorithms such as k-nearest neighbor (kNN) to eliminate the "Curse of Dimensionality" and as a result reaches a comparable performance with support vector machine (SVM) in text categorization applications.

While it is a challenge to construct many suitable transformation functions for the costs with diverse units, this paper designs a heterogeneous-cost sensitive learning (HCSL) algorithm to make split attribute selection more effective.

The imbalanced UCI Machine Learning Repository datasets are used in many standard cost sensitive learning papers in literature [2, 3, 10].

In cost sensitive learning, misclassification of the marginal class is assigned a high cost which the algorithm then attempts to lessen.