KDnuggets : News : 2005 : n24 : item8 < PREVIOUS | NEXT >

Software

From: Pedro Domingos
Date: 19 Dec 2005
Subject: The Alchemy system for statistical relational AI

The Alchemy system for statistical relational AI is now available in beta at:

http://www.cs.washington.edu/ai/alchemy

Alchemy provides a series of algorithms for statistical relational learning and probabilistic logic inference, based on Markov logic. It allows you to easily develop applications like:

  • Collective classification
  • Link prediction
  • Entity resolution
  • Social network modeling
and many others. The current version includes:
  • Discriminative weight learning
  • Generative weight learning
  • Structure learning
  • MAP/MPE inference
  • MCMC (Gibbs sampling) inference

KDnuggets : News : 2005 : n24 : item8 < PREVIOUS | NEXT >

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