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TiMBL - Tilburg Memory-Based Learner

  • TiMBL
    The TiMBL software package is a fast, tree-based implementation of k-nearest neighbor classification. The package includes the IB1, IB2, TRIBL, TRIBL2, and IGTree algorithms, and offers various weighting metrics. Server functionality offered by separate TimblServer wrapper.

  • Dimbl
    TiMBL wrapper performing parallel k-NN classification on multi-CPU machines

  • Fambl (v2.3); family-based learner, a generalized-example k-NN classifier. Reference guide.

  • paramsearch
    Wrapped progressive sampling search for automatic algorithmic parameter optimization for TiMBL and other machine learning algorithms

  • python-timbl
    Python language bindings for TiMBL.

  • rtimbl
    Ruby language bindings for TiMBL.

  • knngraph
    Visualizes nearest neighbors in a TiMBL instance base.

Tools

Generic NLP software
  • Mbt
    A customizable tagger-generator and tagger combined in one. Based on a tagged corpus, Mbtg generates a tagger, for instance for part-of-speech tagging or named-entity recognition. Mbt processes text from left to right, and uses a feedback loop to take its own previous decisions into account.

  • MBMT and PBMBMT
    Memory-based machine translation based on trigrams (MBMT) or phrases (PBMBMT).

  • ABL
    The Alignment-Based Learning grammatical inference system by Menno van Zaanen.

  • DEMOCRAT
    Deciding between Multiple Outputs Created by Automatic Translation, a consensus-driven machine translation system by Menno van Zaanen and Harold Somers.

  • WOPR
    Memory-based language modeling, written by Peter Berck.

Dutch language and speech technology

  • Tadpole
    Tadpole is a modular system integrating a tagger, lemmatizer, morphological analyzer, and dependency parser based on TiMBL and MBT. Read about Tadpole in this paper.

  • NeXTeNS
    A multi-platform, open source text-to-speech system for Dutch.

Generic data mining software

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Antal.vdnBosch@uvt.nl | Last update: Thu Sep 2 2010