https://github.com/aaaastark/graph-convolution-network-with-dimensional-redaction-and-differential-algorithms-python

Graph Convolution Network GCN with Dimensional Redaction and Differential Algorithms using Python
https://github.com/aaaastark/graph-convolution-network-with-dimensional-redaction-and-differential-algorithms-python

cora differential-evolution dimensionality-reduction gcn gcn-architecture ipython matplotlib networkx numpy pandas pubmad pymoo python sklearn stellargraph tensorflow

Last synced: 3 months ago
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Graph Convolution Network GCN with Dimensional Redaction and Differential Algorithms using Python

• Host: GitHub
• URL: https://github.com/aaaastark/graph-convolution-network-with-dimensional-redaction-and-differential-algorithms-python
• Owner: aaaastark
• Created: 2022-06-29T12:03:08.000Z (almost 3 years ago)
• Default Branch: main
• Last Pushed: 2022-08-15T11:55:17.000Z (almost 3 years ago)
• Last Synced: 2025-01-19T17:09:55.241Z (5 months ago)
• Topics: cora, differential-evolution, dimensionality-reduction, gcn, gcn-architecture, ipython, matplotlib, networkx, numpy, pandas, pubmad, pymoo, python, sklearn, stellargraph, tensorflow
• Homepage: https://github.com/aaaastark/graph-convolution-network-with-dimensional-redaction-and-differential-algorithms-python
• Size: 3.91 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Graph Convolution Network GCN with Dimensional Redaction and Differential Algorithms using Python

#### Loading the dataset (Cora and Pubmed)

- Website Link to Dataset: .

#### API that are used in this Project

- tensorflow

- sklearn

- pymoo

- stellargraph

- matplotlib

- numpy

- pandas

- networkx

- IPython

#### Training and Evaluating to GCN Model

![download-1](https://user-images.githubusercontent.com/74346775/176434201-ea5af230-958f-41da-8808-089e7136d507.PNG)

#### Differential Evolution Algorithm

![download-2](https://user-images.githubusercontent.com/74346775/176434220-0e66b7d8-0536-4fae-897f-16dfa768310a.PNG)

#### Dimensionality Reduction Algorithm

![download-3](https://user-images.githubusercontent.com/74346775/176434771-72f0f8e8-b1d9-4f8b-b7a9-07c98672d692.PNG)