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This repository has been archived by the owner on Oct 8, 2020. It is now read-only.

SANSA-ML 0.3.0

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@GezimSejdiu GezimSejdiu released this 14 Dec 22:23
· 388 commits to master since this release

Features

  • Updated: Rule mining algorithm for RDF graphs based on AMIE+ further developed (still beta status)
  • Updated: semantic similarity measures: They can be defined as a function of common and distinctive features among different entities. We have implemented the following measures:
    • Jaccard similarity,
    • Rodr ́ıguez and Egenhofer similarity
    • Tversky Ratio Model
    • Batet Similarity
  • Updated: Clustering algorithms further extended and evaluated (Experimental)
    • Silvia Link Clustering
    • Border Flow (Extended for RDF)
    • Power Iteration Clustering (Extended for RDF)
    • Modularity Clustering
  • New : Anomaly detection (beta status)
  • New : Vandalism Detection (beta status)
  • Knowledge graph embedding approaches integrated into the SANSA core: TransE (beta status), DistMult (beta status)
  • In-Progress: Terminological Decision Trees for the classification of concepts

Dependency changes

  • Scala 2.11.11
  • Apache Spark 2.2.1
  • Apache Flink 1.4.0
  • Apache Jena 3.5.0