ahmetcihatcetin ADHD-adolescents-machine-learning issues

ahmetcihatcetin / ADHD-adolescents-machine-learning

Using Machine Learning in ADHD for Children and Adolescents as a New and Sensitive Diagnostic Method

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ROC curve and AUC value calculations are implemented on all algorithms.

#23 ahmetcihatcetin closed 3 months ago
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Hyperparameters are now output to a related file.

#22 ahmetcihatcetin closed 3 months ago
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Minor modifications for performance metrics extraction.

#21 ahmetcihatcetin closed 4 months ago
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Risk factors now implemented on all algorithms. All combined data also integrated and completed.

#20 ahmetcihatcetin closed 4 months ago
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KFoldCrossValidation

#19 ahmetcihatcetin closed 4 months ago
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Combine.py updated, ScaleReduction.py script created: could be used for converting numerical input into binary. Field names for decision tree algorithm updated.

#18 ahmetcihatcetin closed 4 months ago
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DoctorsNotesAdaptation

#17 ahmetcihatcetin closed 5 months ago
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NaiveBayes

#16 ahmetcihatcetin closed 5 months ago
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Gradient Boosting implemented, but not optimized. Accuracy is pretty low and brute-force hyper-tuning takes too much time.

#15 ahmetcihatcetin closed 5 months ago
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LogisticRegression

#14 ahmetcihatcetin closed 5 months ago
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Hyper-parameter optimization completed: There are warnings, the task is too CPU-heavy and the gain not decided. Thus, disabled on default. Also, changed some typo on SVM file.

#13 ahmetcihatcetin closed 5 months ago
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New method for plotting the ROC curve has been implemented. New method also calculates the 'auc' value.

#12 ahmetcihatcetin closed 5 months ago
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SupportVectorMachines

#11 ahmetcihatcetin closed 5 months ago
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SupportVectorMachinesOptimized

#10 ahmetcihatcetin closed 5 months ago
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RandomForest

#9 ahmetcihatcetin closed 6 months ago
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Hypertune parameter optimization has been implemented.

#8 ahmetcihatcetin closed 6 months ago
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Random Forest Algorithm

#7 ahmetcihatcetin opened 6 months ago
1
gitignore updated, 'Media for Issues' subdir deleted due to redundancy.

#6 ahmetcihatcetin closed 6 months ago
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Merge into main for a subdir and a gitignore change

#5 ahmetcihatcetin closed 6 months ago
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Decision Tree Algorithm

#4 ahmetcihatcetin opened 6 months ago
3
Decision tree optimized is being mergerd unto the main

#3 ahmetcihatcetin closed 6 months ago
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gitignore file created

#2 ahmetcihatcetin closed 6 months ago
1
Understanding the Patient Data and Parsing Procedure

#1 ahmetcihatcetin opened 7 months ago
4