Sentence examples for manifold learning techniques from inspiring English sources

Figure 5 Constructing contour trees using manifold learning techniques [[16]].

I will outline how to use manifold learning techniques to capture the functional connectivity architecture in individuals.

However, when there are face images of multiple individuals with varying pose angles, manifold learning techniques often do not give accurate results.

In order to discover configurations that involve more than four-body interactions described above, we applied non-linear graph manifold learning techniques.

Among them, SLLE has become one of the most promising supervised manifold learning techniques due to its simple implementation, and successfully applied for facial expression recognition [28].

Since this relative arrangement will typically reflect the relative arrangement of the values {θ j } in Θ, we may apply to the compressive measurementsd any number of "manifold learning" techniques (such as ISOMAP [11]) that are designed to discover such parameterizations from unlabeled data.

To avoid such deficiencies, a manifold learning technique named maximum variance unfolding (MVU) is considered as an alternative.

Locally linear embedding (LLE), as a representative manifold learning technique, is a nonlinear dimension reduction method by mapping the high-dimensional data to a lower dimensional space while preserving the essential properties of the raw data.

This paper proposes a new study to explore the wavelet packet energy (WPE) flow characteristics of vibration signals by using the manifold learning technique.

While general linear models have been successfully used to build mapping models, there are significant efforts underway for applying modern machine learning techniques [ 17], such as kernel methods [ 18], random forests [ 19], and manifold learning [ 20] for the same purpose.

Learning techniques is the key.