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JohT / code-graph-analysis-pipeline Public

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Anomaly Detection#398

Merged

JohT merged 19 commits intomainJohT/code-graph-analysis-pipeline:mainfrom

feature/anomaly-detectionJohT/code-graph-analysis-pipeline:feature/anomaly-detectionCopy head branch name to clipboard

Aug 3, 2025

Conversation Commits19 (19)Checks Files changed

Merged

Anomaly Detection#398
JohT merged 19 commits intomainfrom
feature/anomaly-detection

Commits

Commits on Jul 31, 2025

Add elementId to every node embedding
JohT
committed
Add example for hyperparameter tuning of node embeddings
JohT
committed
Use optuna for hyperparameter tuning
JohT
committed
Add hyper-parameter tuned Leiden community detection
JohT
committed

Commits on Aug 2, 2025

Introduce anomaly detection pipeline with tuned clustering
JohT
committed
Use UMAP for node embedding visualization
JohT
committed
Attach domains folder to report compilations to run them automatically.
JohT
committed
Update documentation
JohT
committed
Use Isolation Forest for anomaly detection
JohT
committed
Use SHAP to explain the detected anomalies
JohT
committed
Use optuna to tune isolation forest and random forest proxy
JohT
committed
Add more SHAP explanation plots and embedding anomalies
JohT
committed
Add lists and plots for most normal non-anomalies
JohT
committed
Add unsupervised anomaly detection to the fully automated pipeline
JohT
committed
Move property reset queries into distinct folder
JohT
committed
Explore non null properties for a given label
JohT
committed
Reuse common visualization functions for more unified plots
JohT
committed
Add code language to anomaly detection reports and plots
JohT
committed
Update anomaly detection exploration notebooks
JohT
committed

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