Sentence examples for manifold learning approach from inspiring English sources

Three different localized representation methods and a manifold learning approach to face recognition are compared in terms of recognition accuracy.

In this paper, we propose a novel supervised manifold learning approach, supervised locality discriminant manifold learning (SLDML), for head pose estimation.

Other than recovering the whole 3D shapes and motion parameters like in almost all the existing applications, Rabaud and Belongie [16] presented a manifold learning approach that only focuses on an embedding of frames within the input image sequence.

In their paper, "A metric multidimensional scaling-based nonlinear manifold learning approach for unsupervised data reduction," C. Heinrich et al. propose a nonlinear extension to PCA for manifold learning that makes use of compression and regression along with a Bayesian projection procedure for out-of-sample extension.

Many manifold learning approaches involve the solution of a symmetric diagonally dominant (SDD) linear system, but recent progress has been made in finding more efficient, scalable solutions to such problems [104].

Our approach exploits manifold learning [specifically, the Isomap algorithm (Tenenbaum et al., 2000)] and locally weighted regression (Cleveland, 1979) to obtain such an estimate.

This framework, although formulated for a regression scenario, unifies other supervised approaches to manifold learning that have been proposed so far.

Second, the proposed manifold learning method, NFLE, preserves the local structures among samples in manifold distributions.

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

Then, manifold learning algorithm is utilized to decompose feature matrix to be a subspace, that is, manifold subspace.

Nonlinear dimensionality reduction of data lying on multi-cluster manifolds is a crucial issue in manifold learning research.