https://github.com/agrover112/bcw
Original code for research paper titled "Comparison Based Study to Predict Breast Cancer :A Survey"
Science Score: 13.0%
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○CITATION.cff file
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○codemeta.json file
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✓DOI references
Found 2 DOI reference(s) in README -
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○Scientific vocabulary similarity
Low similarity (6.5%) to scientific vocabulary
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Original code for research paper titled "Comparison Based Study to Predict Breast Cancer :A Survey"
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README.md
Comparison Based Study to Predict Breast Cancer :A Survey
Note: Java implementation using Dl4j is added in a seperate folder.
Refer Grover, A., Pradhan, N., & Hemrajani, P. (2020). Comparison-Based Study to Predict Breast Cancer: A Survey for full details.
The following dataset has been taken from UCI Machine Learning Repository.:
Performing Exploratory Analysis
Pearson's Correlation of features with respect to the target variables represented here.
Neural Network Architechture
Adam optimizer has been used here.
Input Layer : ReLU
Hidden Layer: LeakyReLU
Output Layer : Sigmoid
Results
| Model | Accuracy | F1 Measure | | :------------ |:---------------:| :-----:| | CART | 93.80 | 95.01 | | LR | 94.76 | 95.87 | | SVM | 94.76 | 95.52 | | HVC| 95.23 | 96.23 | | XGBoost | 96.67| 97.37 | | ANN | 95.23| 96.76 |
Owner
- Login: Agrover112
- Kind: user
- Repositories: 113
- Profile: https://github.com/Agrover112
Humans trying to understand machines and people.
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