Annealed Importance Sampling
Options:
  :number-of-steps (1 by default)
     - number of interpolation steps to perform
  :start-exponent (0 by default)
     - initial exponent in the cooling schedule
  :end-exponent (1 by default)
     - final exponent in the cooling schedule

Adaptive LMH

Bayesian ascent Monte Carlo
Options:
  :predict-candidates (false by default)
    - output all samples rather than just those
      with increasing log-weight

REPL and command line

Top-level forms for Anglican programs

Importance sampling

Inference abstractions

Interacting particle Markov chain Monte Carlo
Options:
  :number-of-particles (2 by default)
    - Number of particles per sweep
  :number-of-nodes (32 by default)
    - Number of nodes running SMC and CSMC.
  :number-of-csmc-nodes (nil by default)
    - Number of nodes running as CSMC.  Must be between
      1 and (- :number-of-nodes 1). Defaults to
      (/ :number-of-nodes 2) when not specified.
  :all-particles? (true by default)
    - Return all particles, instead of 1 particle per sweep
      on each node.  Note that even when :all-particles? is
      false, particles are still weighted due to Rao-
      Blackwellization of the Gibbs updates for the CSMC indices.
  :pool (:builtin by default)
    - Threadpool argument for pmap operation over nodes.
      Defaults to creating a pool of containing (+ (ncpus) 2)
      threads. See com.climate.claypoole/pmap for further info.

Lightweight Metropolis-Hastings

Parallel Adaptive LMH
Options:
  :number-of-threads (2 by default) - number of threads

Parallel Cascade
Options:
  :number-of-threads (16 by default) - number of threads
  :number-of-particles (number-of-threads/2 by default)
    - number of initial particles

Particle Filter
Options:
  :number-of-particles (1 by default)
    - number of particles per sweep

Particle Gibbs (Iterated Conditional SMC)
Options:
  :number-of-particles (2 by default)
    - number of particles per sweep

Particle Independent Metropolis-Hastings
Options:
  :number-of-particles (2 by default)
    - number of particles per sweep

Replaying choices through the program

Parallel Lighweight Metropolis-Hastings
Options:
  :number-of-threads ((min 4 #cores) by default)
    - number of threads to use

Random DB, same as Lightweight Metropolis-Hastings

Processing results

Random-walk Metropolis-Hastings

Alternative proposal distributions used in Random-walk Metropolis-Hastings (rmh)

Runtime library

MAP estimation via Simulated Annealing
Options:
  :cooling-rate (0.99 by default)
     - cooling rate, should less than 1
  :cooling-schedule (:exponential by default)
     - cooling schedule, :exponential or :lundy-mees
  :predict-candidates (false by default)
     - output all samples rather than those with increasing
       log-weight

Sequential Monte Carlo
Options:
  :number-of-particles (1 by default)
    - number of particles per sweep

Statistics related functions

Inference state

CPS transformation of Anglican program

Translation of Anglican Scheme to Anglican Clojure, deprecated