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DAL Reproducibility Initiatives

GitHub for Reproducible Experiments


Experiment Index

  • cca/ - Contextual-Compositional Associations for neonatal mortality rate monitoring; scripts and notebooks for NMR analysis.
  • chiron/ - Chiron: parallel engine for algebraic scientific workflows; pointers to paper, site, and demo.
  • DAI2M/ - Data-Centric AI for ethanol production forecasting; ARIMA and PRE+MLM pipelines with rolling-origin evaluation.
  • fedd/ - Fuzzy Ensemble for Drifter Detection (3W oil wells); scripts for detectors, combinations, and ensemble analysis.
  • flight-delay-association-rules/ - Association rules for Brazilian domestic flight delays; study guide and semantic workflow plan.
  • ftdctsad/ - Fine-Tuning Detection Criteria for Time Series Anomaly Detection; benchmark script and results.
  • mgf/ - Mixed Graph Framework; pointers to MGF repo and suggested semantic organization.
  • msed/ - Multi-Scale Event Detection in financial time series; multiscale pipeline and Harbinger examples.
  • rt/ - Resilient Transformation for anomaly detection in heteroscedastic time series; RT/RTAD scripts and metrics.
  • softed/ - SoftED: soft evaluation metrics for time series event detection; datasets, metrics, and experiment scripts.
  • sst/ - Sea Surface Temperature prediction with temporal aggregation experiments.
  • stmotif/ - Spatio-Temporal Motifs Discovery (CSA) examples and figures.
  • stmotifexplorer/ - STMotif Explorer tool overview and assets.
  • tsfm/ - LLMs for low-frequency time series forecasting (Chronos, Lag-LLaMA) vs baselines.
  • tspredit/ - TSPredIT: integrated tuning of preprocessing and forecasting; workflows and analysis.

Each folder contains its own readme.md with objectives, structure, and how to run its experiments. External documentation links (when applicable) are placed inside the corresponding folder README.

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