Isomap

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

Papers overview

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2013

For the detection of mechanical faults under the operating conditions of varying speeds and loads (such as wind turbines…

2012

The authors present results of the research aiming at human identification based on tensor representation of the gait motion…

2010

In this paper we present a new algorithm to transform an RGB color image to a grayscale image. We propose using nonlinear…

2009

A face and facial expression recognition method based on supervised isomap is proposed. The method can recognize the facial…

2009

In this paper, our main contribution is a framework for the automatic configuration of any spectral dimensionality reduction…

2008

Isomap is one of widely-used low-dimensional embedding methods. However, in many scenarios, the data come sequentially and the…

2006

In this paper, we propose Hierarchical Landmark Charting (HLC) for discovering low-dimensional structures underlying high…

2006

Scientists find that the human perception is based on the similarity on the manifold of data set. Isometric feature mapping…

2006

Recently several manifold learning algorithms have been presented for nonlinear dimensionality reduction. Isomap is one of them…

2002

The Isomap method has demonstrated promising results in finding a low dimensional embedding from samples in the high dimensional…