| J. A. Lee and M. Verleysen. Curvilinear distance analysis versus isomap. Neurocomputing, 2004. Accepted. |
....the length of the shortest path that resides on the embedded manifold. In implementations, this idea is realized by considering the k nearest neighbors. Later on, in order to achieve better numerical performance, researchers have proposed some variations, e.g. Curvilinear Distance Analysis (CDA) [4]. In LLE, each data point is represented as a convex combination of its k nearest neighbors; the data is then mapped into a low D space, at the same time, the convex combinations (which is called embedding) is preserved to the best possibility. In [4, 11, 8] good examples are shown to illustrate ....
....e.g. Curvilinear Distance Analysis (CDA) 4] In LLE, each data point is represented as a convex combination of its k nearest neighbors; the data is then mapped into a low D space, at the same time, the convex combinations (which is called embedding) is preserved to the best possibility. In [4, 11, 8], good examples are shown to illustrate these ideas. These examples are Swiss rolls, open boxes, and cylinders. We found them very instructive. 1 0 1 0.5 0 0.5 1 0.5 0 0.5 X A Horizontal View 1 0 1 0.5 0 0.5 1 0.5 0 0.5 X A Bird Eyes View Fig. 1. Hurricane: A 3 D ....
Lee, J.A., Lendasse, A. and Verleysen, M. (2000) Curvilinear distance analysis versus isomap, submitted to ESANN'02, Bruges.
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J. A. Lee and M. Verleysen. Curvilinear distance analysis versus isomap. Neurocomputing, 2004. Accepted.
No context found.
J. A. Lee, A. Lendasse, and M. Verleysen. Curvilinear Distances Analysis versus Isomap. In M. Verleysen, editor, Proceedings of ESANN'2002, pages 13--20. D-Facto public., Bruges (Belgium), 2002.
No context found.
J. A. Lee, A. Lendasse, and M. Verleysen. Curvilinear Distances Analysis versus Isomap. In M. Verleysen, editor, Proceedings of ESANN'2002.
No context found.
J. A. Lee, A. Lendasse, and M. Verleysen. Curvilinear Distance Analysis versus Isomap. In M. Verleysen, editor, Proceedings of ESANN'2002.
No context found.
Lee, J. A., Lendasse, A., Verleysen, M: Curvilinear Distance Analysis versus Isomap. In: Proceedings of ESANN'2002, 10th European Symposium on Artificial Neural Networks, dside public, Bruges -- Belgium, (2002) 185-192
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