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Probabilistic Inference on Noisy Time Series

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Couple of warnings, then an error when building ``` Building: 32.0s, done.Messages from stanc: Warning in \'/tmp/httpstan_ioc8i20p/model_vdpin3fp.stan\', line 4, column 2: Declaration of arrays by placing brackets after a variable...

bug

The module will contain the functional tests in pints, e.g. one file for each sampler and each optimiser. We start with the HarrioBardenerACMC.

testing

Generic framework for stochastic models See #890, #1262

Bouncy particle sampler: https://doi.org/10.1080/01621459.2017.1294075 Zig-zag: https://arxiv.org/abs/1607.03188

science!

Marina Riabiz, Wilson Chen, Jon Cockayne, Pawel Swietach, Steven A. Niederer, Lester Mackey, Chris. J. Oates (2020) Optimal Thinning of MCMC Output https://arxiv.org/abs/2005.03952 Looks at selecting an "optimal" subset of...

feature

each pints log-likelihood defines a generative model, which you can sample (e.g. for simulating fake data), it would be nice if there was a method to sample from each log-likelihood,...

new method

Ege, Marti, Banga 2010 https://doi.org/10.1016/j.cor.2009.05.003 Gabor & Banga 2015 https://doi.org/10.1186/s12918-015-0219-2

new method

`values` is just the same as saying `numbers` - which isn't a very helpful variable name :-) It means at least two distinct things that are not the same in...

documentation

After recently upgrading to pints 0.4.1, the CMAES algorithm is no longer sped up by the set_parallel command. Although the process is parallelised (via inspection of processes with top), the...

Implements `SubProblem` and `ProblemCollection` methods which collectively allow: - problems to be constructed where different outputs are measured at different times - separate subproblems to be created for different subsets...