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GiannisZgs / BS-Analysis-of-PD-rest-tremor

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Codebase repository for the paper: "Bispectral Analysis of Parkinsonian Rest Tremor: New Characterization and Classification Insights Pre-/Post-DBS and Medication Treatment" -

bootstrap machine-learning signal-processing accelerometer inertial-sensors parkinsons-disease classifiers leave-one-out-cross-validation bispectrum higher-order-statistics deep-brain-stimulation roc-auc-curve bicepstrum levodopa higher-order-spectral-analysis rest-tremor
  • Updated Sep 21, 2023
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DanteTrb / causal-LEDD-falls

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Analysis of Parkinson’s patients to explore how dopaminergic medication dose (LEDD) affects gait and fall risk. Combining causal inference (IPTW) with machine learning (XGBoost, logistic models), we reveal that high LEDD improves some gait metrics but increases fall risk, highlighting a clinical trade-off.

machine-learning iptw xgboost parkinsons-disease gait-analysis dopamine imu-sensor falls falls-prevention levodopa
  • Updated Aug 29, 2025
  • Jupyter Notebook

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