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Upstream project repository
Audio and music-signal analysis tools, including transforms and feature extraction.
Investigate How do window size and centering affect the measured spectral peak of a synthetic sinusoid?
UCI Machine Learning Repository
A constructed feature-selection problem for testing signal recovery among distracting dimensions.
Investigate Does feature selection improve Madelon classification when selection is nested inside training folds?
UCI Machine Learning Repository
Simulated telescope event features for studying signal-background discrimination.
Investigate How do classwise calibration and low-false-positive performance compare for two bounded gamma-event baselines?
Upstream project repository
Analysis of molecular-simulation trajectories and coordinate data.
Investigate Do distance calculations follow the declared periodic-boundary convention on a small synthetic trajectory?
Upstream project repository
Molecular dynamics trajectory loading and analysis routines.
Investigate Do selected trajectory observables agree with independent vector-geometry formulas?
UCI Machine Learning Repository
Aggregate road-traffic counts and weather context for evaluating demand forecasts over time.
Investigate Does a seasonal traffic baseline outperform a weather-assisted model on a final chronological holdout?
UCI Machine Learning Repository
Metro compressor sensor time series for investigating event detection and forecasting.
Investigate Can a fixed anomaly rule detect compressor events on a held-out chronological segment without label leakage?
UCI Machine Learning Repository
Microturbine operating measurements for evaluating electrical-output prediction across regimes.
Investigate How does electrical-energy prediction generalize to held-out microturbine operating regions?
UCI Machine Learning Repository
Mass-spectrometry descriptors for investigating microbial identification from chemical signals.
Investigate How does MicroMass identification change when related sample measurements are grouped before splitting?
UCI Machine Learning Repository
Particle-detector event descriptors for studying bounded signal-background classification.
Investigate How does MiniBooNE class calibration vary between a small linear model and a nonlinear baseline?
Upstream project repository
Processing and analysis tools for electrophysiological recordings such as EEG and MEG.
Investigate How does a specified filter alter known-frequency components and edge samples in a generated signal?
UCI Machine Learning Repository
Artificial logical concepts for comparing learned rules with documented generating concepts.
Investigate Which MONK concept fails first when irrelevant features are retained under a fixed protocol?
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