资 源 简 介
Introduction
markov thebeast is a Statistical Relational Learning software based on Markov Logic.
It allows you to implement relational learning and structured predictions problems such as
* Entity Resolution
* Link Prediction
* Dependency Parsing
* Semantic Tagging
* Sentence Compression
* Chunking
by simply defining a model and providing training data. Learning and inference are both handled by thebeast.
thebeast uses Markov Logic as language to describe complex Markov Networks. In Markov Logic first order predicates and formulas describe the nodes and connectivity of Markov Networks. Compared to alchemy, another Markov Logic Engine, thebeast uses a different MAP inference technique (Integer Linear Programming with Cutting Planes), and may be faster at times.
Features
Fast and exact MAP inference using Cutting Planes combined with Integer Linear Programming