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[ Източник: timbl  ]

Пакет: timbl (6.5-3)

Връзки за timbl

timbl

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Tilburg Memory Based Learner

Memory-Based Learning (MBL) is a machine-learning method applicable to a wide range of tasks in Natural Language Processing (NLP).

The Tilburg Memory Based Learner, TiMBL, is a tool for NLP research, and for many other domains where classification tasks are learned from examples. It is an efficient implementation of k-nearest neighbor classifier.

TiMBL's features are:

 * Fast, decision-tree-based implementation of k-nearest neighbor
classification;
 * Implementations of IB1 and IB2, IGTree, TRIBL, and TRIBL2 algorithms;
 * Similarity metrics: Overlap, MVDM, Jeffrey Divergence, Dot product, Cosine;
 * Feature weighting metrics: information gain, gain ratio, chi squared,
shared variance;
 * Distance weighting metrics: inverse, inverse linear, exponential decay;
 * Extensive verbosity options to inspect nearest neighbor sets;
 * Server functionality and extensive API;
 * Fast leave-one-out testing and internal cross-validation;
 * and Handles user-defined example weighting.

TiMBL is a product of the Centre of Language and Speech Technology (Radboud University, Nijmegen, The Netherlands), the ILK Research Group (Tilburg University, The Netherlands) and the CLiPS Research Centre (University of Antwerp, Belgium).

If you do scientific research in NLP, timbl will likely be of use to you.

Други пакети, свързани с timbl

  • зависимости
  • препоръчани
  • предложени
  • dep: libc6 (>= 2.14) [amd64]
    GNU C Library: Shared libraries
    също и виртуален пакет, предлаган от libc6-udeb
    dep: libc6 (>= 2.17) [arm64, ppc64el]
    dep: libc6 (>= 2.4) [armhf]
  • dep: libgcc-s1 (>= 3.0) [не armhf]
    GCC support library
    dep: libgcc-s1 (>= 3.5) [armhf]
  • dep: libstdc++6 (>= 5.2)
    GNU Standard C++ Library v3
  • dep: libticcutils8 (>= 0.24)
    utility functions used in the context of Natural Language Processing (library)
  • dep: libtimbl4 (>= 6.5)
    Tilburg Memory Based Learner - runtime

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Архитектура Големина на пакета Големина след инсталиране Файлове
amd64 51,8 кБ218 кБ [списък на файловете]
arm64 48,5 кБ206 кБ [списък на файловете]
armhf 47,2 кБ185 кБ [списък на файловете]
ppc64el 50,6 кБ262 кБ [списък на файловете]