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UCI Machine Learning Repository
Crop symptom descriptors and disease labels for investigating categorical agricultural classification.
Investigate How stable is soybean-disease classification when sparse classes and missing fields are reported separately?
Upstream project repository
Sparse multidimensional array representations and operations for scientific Python.
Investigate Do sparse tensor reductions match dense arithmetic across duplicate coordinates and fill values?
SciPy documentation
A tutorial on extracting a few eigenpairs from sparse operators, including shift-invert mode and matrix-free interfaces.
Investigate How do the requested spectrum region and tolerance affect convergence and residuals for a sparse matrix with known eigenvalues?
SciPy documentation
A computational-geometry reference covering Delaunay triangulations, convex hulls, Voronoi structures and degenerate point configurations.
Investigate Which geometric invariants remain valid when the input contains duplicates or nearly coplanar points?
Upstream project repository
Representations and analysis operations for astronomical spectra.
Investigate Do line-flux estimates agree with analytic integrals as the spectral sampling grid changes?
Upstream project repository
Spatial regression estimators and diagnostics for econometric analysis.
Investigate How do estimated spatial-lag parameters behave under a fixed synthetic model and weight matrix?
Executable Science local pilot drafts
Compare naive exponentiation with a shifted log-sum-exp calculation and a 70-digit Decimal reference on three fixed large inputs.
Investigate Can a shifted calculation retain an accurate finite result when direct exponentiation overflows?
Executable Science local pilot drafts
Compare a known stationary distribution with matrix iteration and occupation frequencies from a deterministic-seed Markov-chain simulation.
Investigate Do the two computational routes approach the same analytical stationary distribution?
UCI Machine Learning Repository
Satellite spectral features and land-cover labels for auditing spatial classification benchmarks.
Investigate Does spatial grouping materially alter Landsat classification error and classwise recall?
UCI Machine Learning Repository
Spacecraft-related measurements for examining extreme class imbalance in fault classification.
Investigate How do minority-class recall and calibration differ from aggregate shuttle classification accuracy?
UCI Machine Learning Repository
Vehicle-shape descriptors for studying invariance in compact image-derived feature spaces.
Investigate How much does feature normalization affect vehicle-silhouette classification on a frozen split?
Upstream project repository
Statistical forecasting models and utilities for collections of time series.
Investigate How do fixed classical forecasting methods compare on held-out synthetic seasonal regimes?
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