Isomap is a nonlinear dimensionality reduction method. It is one of several widely used low-dimensional embedding methods. Isomap is used for computing...

between all of the points. Isomap then uses classic MDS to compute the reduced-dimensional positions of all the points. Landmark-Isomap is a variant of this...

utilized in retrieval methods of relevant documents for a user's query. Isomap incorporates distance matrices to utilize geodesic distances to able to...

prominent nonlinear techniques include manifold learning techniques such as Isomap, locally linear embedding (LLE), Hessian LLE, Laplacian eigenmaps, and methods...

Z. A. D. (2008). Human emotion and the uncanny valley: A GLM, MDS, and ISOMAP analysis of robot video ratings (PDF). 2008 3rd ACM/IEEE International Conference...

academic discipline to an industrial tool". He is well known for work on the Isomap embedding algorithm, CAPTCHA challenges, Cover Trees for nearest neighbor...

D. Dwi (2008). "Human emotion and the uncanny valley: A GLM, MDS, and Isomap analysis of robot video ratings". Proceedings of the 3rd ACM/IEEE international...

by data samples, and thus can not be used for classification directly. Isomap Zhang, Zhenyue; Hongyuan Zha (2004). "Principal Manifolds and Nonlinear...

Embedding, Kernel Local Tangent Space Alignment, Multidimensional Scaling, Isomap, Diffusion Maps, Laplacian Eigenmaps Online learning algorithms such as...

how to view other major dimensionality reduction methods such as LLE and Isomap as special cases. In further work with Alex Smola and others, he extended...

Inverse-Wishart distribution Iris flower data set Irwin–Hall distribution Isomap Isotonic regression Isserlis' theorem Item response theory Item-total correlation...

arguments, then modern data-mining or manifold learning techniques, such as Isomap or diffusion maps, may obtain the macroscale variables from microscale simulation...

past science were taken lightly; a new set of conceptual tools, including isomaps, graphs, and a theory of errors; the application of accuracy, mental sophistication...

Jenkins, Odest Chadwicke (July 4, 2004). "A spatio-temporal extension to Isomap nonlinear dimension reduction". Twenty-first international conference on...