Mapping a manifold of perceptual observations
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Conformal self-organization for continuity on a feature map
Neural Networks
Conformality in the self-organization network
Artificial Intelligence
Laplacian Eigenmaps for dimensionality reduction and data representation
Neural Computation
Think globally, fit locally: unsupervised learning of low dimensional manifolds
The Journal of Machine Learning Research
Cross Entropy Approximation of Structured Gaussian Covariance Matrices
IEEE Transactions on Signal Processing - Part II
Independent component analysis using Potts models
IEEE Transactions on Neural Networks
Function approximation using generalized adalines
IEEE Transactions on Neural Networks
Manifold Construction Using the Multilayer Perceptron
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Manifold Training Technique to Reconstruct High Dynamic Range Image
ISNN '08 Proceedings of the 5th international symposium on Neural Networks: Advances in Neural Networks, Part II
Visualization of influenza protein segment HA in manifold space
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part I
Adaptive graphical user interface solution for modern user devices
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Visualizing human genes on manifolds embedded in three-dimensional space
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Threading possibilities of smart devices platforms for future user adaptive systems
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Development of localization module for various smart devices platforms
IFIP'12 Proceedings of the 2012 international conference on Networking
Intrinsic protein distribution on manifolds embedded in low-dimensional space
ICSI'12 Proceedings of the Third international conference on Advances in Swarm Intelligence - Volume Part II
Smart access to big data storage: android multi-language offline dictionary application
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
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This work presents a neighborhood preservation method to construct the latent manifold. This manifold preserves the relative Euclidean distances among neighboring data points. Its computation cost is close to the linear algorithm and its performance in preserving the local relationships is promising when we compared it with the methods, LLE and Isomap.