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Bayesian sparse regression in Rust: SGVB (SuSiE, spike-and-slab) and an elliptical-slice MCMC engine

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sparse-bayes

Bayesian sparse regression in Rust on candle.

  • sgvb: stochastic-gradient variational Bayes with the local reparameterization trick: SuSiE, multilevel SuSiE, bi-SuSiE, spike-and-slab and Gaussian variational families; Gaussian, Poisson, negative binomial, RSS, von Mises-Fisher and weighted likelihoods; CAVI SuSiE.
  • mcmc: an elliptical-slice MCMC engine (single and batched chains, diagnostics) and sparse regression on it.

Matrix utilities come from legume-numeric.

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Bayesian sparse regression in Rust: SGVB (SuSiE, spike-and-slab) and an elliptical-slice MCMC engine

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