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Carrot2 clustering engine

https://search.carrot2.org/#/search/web

 

This is the demo application of the Carrot2 clustering engine. It uses Carrot2's algorithms to organize search results into thematic folders.

User interfaces

  • Web Search Clustering organizes search results from public search engines into clusters; offers treemap- and pie-chart visualizations of the clusters.
  • Clustering Workbench clusters content from local files in JSON or Excel format, Solr or Elasticsearch; allows tuning of clustering parameters and exporting results as Excel or JSON.

Search engines

  • Web: web search results provided by etools.ch. Extensive use may require special arrangements with the owner of the etools.ch service.
  • PubMed: abstracts of medical papers from the PubMed database provided by NCBI.
  • Local file: content read from a local file in Carrot2 XML, JSON, CSV or Excel format.
  • Solr: queries an Apache Solr instance.
  • Elasticsearch: queries an Elasticsearch instance.

Clustering algorithms

  • Lingo: creates well-described flat clusters. Does not scale beyond a few thousand search results. Available as part of the open source Carrot2 framework.
  • STC: the classic search results clustering algorithm. Produces flat cluster with adequate description, very fast. Available as part of the open source Carrot2 framework
  • k-means: base line clustering algorithm, produces bag-of-words style cluster descriptions. Available as part of the open source Carrot2 framework