Пакет: timbl (6.5-3)

[ Източник: 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.

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

Други пакети, свързани с timbl

• 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) [не amd64, arm64, ppc64el]

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

  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

Изтегляне на timbl

Изтегляне за всички налични архитектури

Архитектура	Големина на пакета	Големина след инсталиране	Файлове
amd64	81,2 кБ	245,0 кБ	[списък на файловете]
arm64	78,2 кБ	233,0 кБ	[списък на файловете]
armel	76,4 кБ	224,0 кБ	[списък на файловете]
armhf	76,9 кБ	212,0 кБ	[списък на файловете]
i386	81,1 кБ	243,0 кБ	[списък на файловете]
mips64el	77,8 кБ	247,0 кБ	[списък на файловете]
mipsel	77,9 кБ	241,0 кБ	[списък на файловете]
ppc64el	79,4 кБ	288,0 кБ	[списък на файловете]
s390x	78,7 кБ	240,0 кБ	[списък на файловете]