https://github.com/kenmueller/samiam-lib

https://github.com/kenmueller/samiam-lib

Last synced: about 2 months ago
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• Host: GitHub
• URL: https://github.com/kenmueller/samiam-lib
• Owner: kenmueller
• License: apache-2.0
• Created: 2024-02-19T23:04:09.000Z (11 months ago)
• Default Branch: master
• Last Pushed: 2024-02-19T23:04:23.000Z (11 months ago)
• Last Synced: 2024-05-28T15:29:58.941Z (7 months ago)
• Language: TypeScript
• Homepage: https://samiam.ai
• Size: 165 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# SamIam lib

SamIam lib is an inference library port the [Automated Reasoning group at UCLA](http://reasoning.cs.ucla.edu/)'s [SamIam software](http://reasoning.cs.ucla.edu/samiam). 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](http://reasoning.cs.ucla.edu/)'s original [SamIam software](http://reasoning.cs.ucla.edu/samiam). 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](https://github.com/uclareasoning/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