Research, software, data and methods. Inspect the context, compare your options, and take a useful next step.
UCI Machine Learning Repository
GPU-kernel configuration and timing observations for studying bounded performance prediction.
Investigate How does kernel-runtime prediction generalize when configuration families are held out?
Stan User's Guide / Stan Development Team
A guide to checking Bayesian inference algorithms by simulating parameters and datasets from a model and examining posterior ranks or coverage.
Investigate Can a deliberately biased posterior sampler be distinguished from an exact conjugate sampler by a prespecified rank-uniformity diagnostic?
Upstream project repository
Generalized linear models with sparse and structured regularization solvers.
Investigate Does a small L1-regularized regression candidate satisfy coordinatewise subgradient conditions?
Upstream project repository
Time-series learning interfaces for forecasting, classification, transformation, and evaluation.
Investigate Does a rolling-origin forecast experiment preserve temporal separation across all transformations and splits?
UCI Machine Learning Repository
Solar-region attributes and flare counts for studying rare-event prediction.
Investigate How well does a count baseline predict flare magnitude when rare outcomes receive explicit uncertainty intervals?
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
Spatial regression estimators and diagnostics for econometric analysis.
Investigate How do estimated spatial-lag parameters behave under a fixed synthetic model and weight matrix?
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?
Upstream project repository
Statistical model estimation, hypothesis tests, diagnostics, and time-series analysis.
Investigate How do reported least-squares coefficients and standard errors behave as synthetic regressors become nearly collinear?
Recorded license evidence is scoped to each source; it is not a blanket permission or a verification result.