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Methods summary
- Parameter estimation
- Low-dim: Nested sampling - MultiNest
- High-dim: HMCMC with multiple chains - Stan
- Model comparison
- Low-dim: Nested sampling - MultiNest
- High-dim: open research problem. NS+some MCMC variant. More research needed
- To handle multiple maxima, low state of information, peculiar shapes in likelihood, numerical likelihood definitions