Complete Analysis Suite with Conservative Sampling
adapt_delta=0.99 | max_treedepth=12 | 4 chains × 2000 iterations
This suite provides complete visualization and analysis of the enhanced sensitivity model with conservative sampling for reliable inference.
Detailed analysis report with model diagnostics, parameter estimates, and performance metrics.
Comprehensive visualizations including component time series, convergence diagnostics, and parameter distributions.
Key time series and component analysis showing weight predictions, component breakdown, and fitness state evolution.
Fitness-focused time series analysis with biological interpretation and enhanced sampling configuration.
Model overview with technical specifications, sampling configuration, and implementation details.
| Parameter | Value | Purpose |
|---|---|---|
| adapt_delta | 0.99 | Conservative sampling, reduces divergent transitions |
| max_treedepth | 12 | Deeper exploration of posterior |
| warmup iterations | 1000 | Extended warmup for better adaptation |
| sampling iterations | 1000 | Sufficient samples for reliable inference |
| chains | 4 | Multiple chains for convergence diagnostics |
| prediction points | 200 | Dense grid for smooth predictions |
| fitness components | 4 | Aerobic/Strength × Short/Long-term |
Enhanced Sensitivity Model Analysis Suite | Generated: March 2026
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