scikit-fem
Upstream project repository
Finite-element assembly and related numerical tools implemented for Python workflows.
Investigate Does mesh refinement achieve the expected error trend for a manufactured Poisson solution?
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Upstream project repository
Finite-element assembly and related numerical tools implemented for Python workflows.
Investigate Does mesh refinement achieve the expected error trend for a manufactured Poisson solution?
Upstream project repository
Finite-element solution of systems of partial differential equations.
Investigate Do displacement and stress errors decrease under refinement for a fully specified linear-elasticity fixture?
Upstream project repository
Process-based discrete-event simulation of interacting activities and shared resources.
Investigate Does a single-server queue simulation match a hand-computed event schedule before stochastic assumptions are introduced?
Upstream project repository
Simulation tools for interconnected dynamical systems and block-diagram models.
Investigate Does a small block-diagram simulation match the independently assembled linear-system response?
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?
Executable Science local pilot drafts
Integrate y'=-y from zero to one at five resolutions and compare each final value with the analytical exponential solution.
Investigate How does the final-time error change when the step size is halved?
UCI Machine Learning Repository
Agent-swarm descriptors for studying emergent-state recognition in simulation data.
Investigate Can a swarm-state model generalize to withheld simulation parameter settings?
UCI Machine Learning Repository
Constructed circular point groups for examining the limits of distance-based clustering.
Investigate Can clustering methods recover the documented circle groups, and how sensitive are results to distance metric and scale?
UCI Machine Learning Repository
Generated process-control sequences for comparing anomaly-shape classification methods.
Investigate Which synthetic control-chart patterns are confused by a small feature-based baseline?
UCI Machine Learning Repository
Completed board states for testing learned combinatorial concepts against inspectable rules.
Investigate Can a tic-tac-toe classifier generalize when symmetry-equivalent boards remain in the same split?
statsmodels documentation
A state-space modeling guide covering filtering, smoothing, latent-state uncertainty, time-series models and residual diagnostics.
Investigate Can a small linear-Gaussian model recover known Kalman-filter states and covariances under missing observations?
UCI Machine Learning Repository
Relational train descriptions for investigating compact logical classification rules.
Investigate Can the published train labels be modeled with a minimal auditable rule set under leave-one-out evaluation?
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