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samiam

v0.0.34

Published

Bayesian Network modeling, reasoning, and inference engine

Downloads

29

Vulnerabilities

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Links

Maintainers

kenmuellerkenmueller

Keywords

Readme

SamIam lib

SamIam lib is an inference library port the Automated Reasoning group at UCLA's SamIam software. The original SamIam software is split into SamIam web and SamIam lib and rewritten in TypeScript and React. SamIam web is a cloud front-end that uses SamIam lib as its inference engine.

SamIam web

SamIam web is a cloud port of the Automated Reasoning group at UCLA's original SamIam software. This front-end for SamIam lib is now available at https://samiam.ai.

Status

Tentative roadmap:

Version 1

Features:

  • Shenoy-Shafer algorithm
    • Probability of evidence
    • Single variable prior and posterior marginals
    • MPE
    • MAP
    • Sensitivity analysis
  • Interventional causal queries

Version 2

Complete port of SamIam with the addition of:

  • Multiple variable prior and posterior marginals
  • Reorder node parents
  • Reorder node values

Version 3

Features:

  • Counterfactual causal queries
  • Server side inference
  • Collaboration
  • Export R code