Paket: timbl (6.5-3)

[ Kaynak: 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.

Etiketler: Geliştirildiği dil: C++, Rol: Program

timbl ile İlgili Diğer Paketler

• dep: libc6 (>= 2.14) [amd64]

  GNU C Library: Shared libraries
  ayrıca şunun tarafından sağlanan bir sanal paket libc6-udeb

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

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

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

  GCC support library

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

timbl indir

Tüm mevcut mimariler için indir

Mimari	Paket Boyutu	Kurulu Boyut	Dosyalar
amd64	81,2 kB	245,0 kB	[dosya listesi]
arm64	78,2 kB	233,0 kB	[dosya listesi]
armel	76,4 kB	224,0 kB	[dosya listesi]
armhf	76,9 kB	212,0 kB	[dosya listesi]
i386	81,1 kB	243,0 kB	[dosya listesi]
mips64el	77,8 kB	247,0 kB	[dosya listesi]
mipsel	77,9 kB	241,0 kB	[dosya listesi]
ppc64el	79,4 kB	288,0 kB	[dosya listesi]
s390x	78,7 kB	240,0 kB	[dosya listesi]