scholarly journals Incremental Manifold Learning Via Tangent Space Alignment

2006 ◽  
pp. 107-121 ◽  
Author(s):  
Xiaoming Liu ◽  
Jianwei Yin ◽  
Zhilin Feng ◽  
Jinxiang Dong
Keyword(s):  
Manifold Learning ◽  
Tangent Space

Manifold learning in local tangent space via extreme learning machine

2016 ◽  
Vol 174 ◽  
pp. 18-30 ◽  
Author(s):  
Qian Wang ◽  
Weiguo Wang ◽  
Rui Nian ◽  
Bo He ◽  
Yue Shen ◽  
...  
Keyword(s):  
Extreme Learning Machine ◽  
Manifold Learning ◽  
Tangent Space ◽  
Learning Machine ◽  
Local Tangent

scholarly journals Plant Leaf Recognition through Local Discriminative Tangent Space Alignment

2016 ◽  
Vol 2016 ◽  
pp. 1-5 ◽  
Author(s):  
Chuanlei Zhang ◽  
Shanwen Zhang ◽  
Weidong Fang
Keyword(s):  
Dimensionality Reduction ◽  
Manifold Learning ◽  
Tangent Space ◽  
Reduction Method ◽  
Plant Leaf ◽  
Local Patch ◽  
Dimensionality Reduction Method

Manifold learning based dimensionality reduction algorithms have been payed much attention in plant leaf recognition as the algorithms can select a subset of effective and efficient discriminative features in the leaf images. In this paper, a dimensionality reduction method based on local discriminative tangent space alignment (LDTSA) is introduced for plant leaf recognition based on leaf images. The proposed method can embrace part optimization and whole alignment and encapsulate the geometric and discriminative information into a local patch. The experiments on two plant leaf databases, ICL and Swedish plant leaf datasets, demonstrate the effectiveness and feasibility of the proposed method.

An improved local tangent space alignment method for manifold learning

2011 ◽  
Vol 32 (2) ◽  
pp. 181-189 ◽  
Author(s):  
Peng Zhang ◽  
Hong Qiao ◽  
Bo Zhang
Keyword(s):  
Manifold Learning ◽  
Tangent Space ◽  
Alignment Method ◽  
Local Tangent

scholarly journals TSBP: Tangent Space Belief Propagation for Manifold Learning

2020 ◽  
Vol 5 (4) ◽  
pp. 6694-6701
Author(s):  
Thomas Cohn ◽  
Odest Chadwicke Jenkins ◽  
Karthik Desingh ◽  
Zhen Zeng
Keyword(s):  
Manifold Learning ◽  
Tangent Space ◽  
Belief Propagation

A New Supervised Manifold Learning Algorithm Based on MMC and LSE

2014 ◽  
Vol 39 (12) ◽  
pp. 2077-2089
Author(s):  
Min YUAN ◽  
Lei CHENG ◽  
Ran-Gang ZHU ◽  
Ying-Ke LEI
Keyword(s):  
Manifold Learning ◽  
Learning Algorithm
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