https://github.com/mariajbp/lei
Recommendation of Medical Exams to Support Clinical Diagnose Based on Patient’s Symptoms
https://github.com/mariajbp/lei
benchmarking decision-tree genetic-algorithm knearest-neighbor-algorithm knn machine-learning medical-decision-making naive-bayes random-forest rnn support-vector-machines svm
Last synced: 8 months ago
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Recommendation of Medical Exams to Support Clinical Diagnose Based on Patient’s Symptoms
- Host: GitHub
- URL: https://github.com/mariajbp/lei
- Owner: mariajbp
- Created: 2021-02-27T14:58:04.000Z (over 4 years ago)
- Default Branch: master
- Last Pushed: 2021-07-27T14:06:25.000Z (over 4 years ago)
- Last Synced: 2025-01-21T10:51:25.287Z (10 months ago)
- Topics: benchmarking, decision-tree, genetic-algorithm, knearest-neighbor-algorithm, knn, machine-learning, medical-decision-making, naive-bayes, random-forest, rnn, support-vector-machines, svm
- Language: Jupyter Notebook
- Homepage:
- Size: 190 MB
- Stars: 0
- Watchers: 3
- Forks: 0
- Open Issues: 0
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Metadata Files:
- Readme: README.md
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README
# Machine Learning Models + Benchmarking
Code developped to support the paper: Recommendation of Medical Exams to Support Clinical Diagnose Based on Patient’s Symptoms
:stethoscope: :pill: :syringe: [Paper can be found here](https://github.com/mariajbp/LEI/blob/master/paper.pdf) :stethoscope: :pill: :syringe:
###
Machine learning models developped:
- RNN + Parameter Optimization with Genetic Algorithm
- KNN
- Decisition Tree
- Random Forest
- SVM
- Naive Bayes
#### :stethoscope: The code of the webApp developped to aid health care professionals in their decision making process can be found [here](https://github.com/mariajbp/QuickCheck) :stethoscope:
#### By: [Maria](https://github.com/mariajbp) :stethoscope: [Hugo](https://github.com/hchexy) :pill: [Susana](https://github.com/SusanaMarques) :syringe: