Paket: timbl (6.5-3)

[ Källkod: timbl  ]

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.

Märken: Implemented in: C++, Role: Program

Andra paket besläktade med timbl

• dep: libc6 (>= 2.14) [amd64]

  GNU C-bibliotek: Delade bibliotek
  också ett virtuellt paket som tillhandahålls av libc6-udeb

  dep: libc6 (>= 2.17) [arm64, ppc64el]

  dep: libc6 (>= 2.4) [ej amd64, arm64, ppc64el]

• dep: libgcc-s1 (>= 3.0) [ej armel, armhf]

  GCC stödbibliotek

  dep: libgcc-s1 (>= 3.5) [armel, armhf]

• dep: libstdc++6 (>= 5.2)

  GNU standardbibliotek v3 för C++

• dep: libticcutils8 (>= 0.24)

  utility functions used in the context of Natural Language Processing (library)

• dep: libtimbl4 (>= 6.5)

  Tilburg Memory Based Learner - runtime

Hämta timbl

Hämtningar för alla tillgängliga arkitekturer

Arkitektur	Paketstorlek	Installerad storlek	Filer
amd64	81,2 kbyte	245,0 kbyte	[filförteckning]
arm64	78,2 kbyte	233,0 kbyte	[filförteckning]
armel	76,4 kbyte	224,0 kbyte	[filförteckning]
armhf	76,9 kbyte	212,0 kbyte	[filförteckning]
i386	81,1 kbyte	243,0 kbyte	[filförteckning]
mips64el	77,8 kbyte	247,0 kbyte	[filförteckning]
mipsel	77,9 kbyte	241,0 kbyte	[filförteckning]
ppc64el	79,4 kbyte	288,0 kbyte	[filförteckning]
s390x	78,7 kbyte	240,0 kbyte	[filförteckning]