Semi-Supervised Dimensionality Reduction with Pairwise Constraints Using Graph Embedding for Face Analysis

2008 ◽  
Author(s):  
Na Wang ◽  
Xia Li ◽  
Yingjie Cui
Keyword(s):  
Dimensionality Reduction ◽  
Graph Embedding ◽  
Face Analysis ◽  
Pairwise Constraints

scholarly journals Sparsity and Geometry Preserving Graph Embedding for Dimensionality Reduction

IEEE Access ◽  
2018 ◽  
Vol 6 ◽  
pp. 75748-75766 ◽  
Author(s):  
Jianping Gou ◽  
Zhang Yi ◽  
David Zhang ◽  
Yongzhao Zhan ◽  
Xiangjun Shen ◽  
...  
Keyword(s):  
Dimensionality Reduction ◽  
Graph Embedding

Discriminative globality and locality preserving graph embedding for dimensionality reduction

2020 ◽  
Vol 144 ◽  
pp. 113079 ◽  
Author(s):  
Jianping Gou ◽  
Yuanyuan Yang ◽  
Zhang Yi ◽  
Jiancheng Lv ◽  
Qirong Mao ◽  
...  
Keyword(s):  
Dimensionality Reduction ◽  
Graph Embedding ◽  
Locality Preserving

scholarly journals More faithfulness graph embedding

2015 ◽  
Vol 4 (2) ◽  
pp. 336
Author(s):  
Alaa Najim
Keyword(s):  
Dimensionality Reduction ◽  
Graph Embedding ◽  
New Method ◽  
Graph Representation ◽  
Data Sets ◽  
Graph Visualization ◽  
Graph Data ◽  
Original Space ◽  
Data Points ◽  
Effectiveness And Efficiency

<p><span lang="EN-GB">Using dimensionality reduction idea to visualize graph data sets can preserve the properties of the original space and reveal the underlying information shared among data points. Continuity Trustworthy Graph Embedding (CTGE) is new method we have introduced in this paper to improve the faithfulness of the graph visualization. We will use CTGE in graph field to find new understandable representation to be more easy to analyze and study. Several experiments on real graph data sets are applied to test the effectiveness and efficiency of the proposed method, which showed CTGE generates highly faithfulness graph representation when compared its representation with other methods.</span></p>

A generalized least-squares approach regularized with graph embedding for dimensionality reduction

2020 ◽  
Vol 98 ◽  
pp. 107023 ◽  
Author(s):  
Xiang-Jun Shen ◽  
Si-Xing Liu ◽  
Bing-Kun Bao ◽  
Chun-Hong Pan ◽  
Zheng-Jun Zha ◽  
...  
Keyword(s):  
Dimensionality Reduction ◽  
Least Squares ◽  
Graph Embedding ◽  
Generalized Least Squares ◽  
Least Squares Approach
Sign in / Sign up

Export Citation Format

Share Document