Пакунок: timbl (6.5-3)

[ Source: 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.

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

Інші пакунки пов'язані з timbl

• dep: libc6 (>= 2.14) [amd64]

  Бібліотека GNU C: спільні бібліотеки
  also a virtual package provided by libc6-udeb

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

  dep: libc6 (>= 2.4) [not amd64, arm64, ppc64el]

• dep: libgcc-s1 (>= 3.0) [not armel, armhf]

  Допоміжна бібліотека GCC

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

• dep: libstdc++6 (>= 5.2)

  Стандартна бібліотека C++ GNU, версії 3

• dep: libticcutils8 (>= 0.24)

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

• dep: libtimbl4 (>= 6.5)

  Tilburg Memory Based Learner - runtime

Завантажити timbl

Завантаження для всіх доступних архітектур

Архітектура	Розмір пакунка	Розмір після встановлення	Файли
amd64	81.2 kB	245.0 kB	[список файлів]
arm64	78.2 kB	233.0 kB	[список файлів]
armel	76.4 kB	224.0 kB	[список файлів]
armhf	76.9 kB	212.0 kB	[список файлів]
i386	81.1 kB	243.0 kB	[список файлів]
mips64el	77.8 kB	247.0 kB	[список файлів]
mipsel	77.9 kB	241.0 kB	[список файлів]
ppc64el	79.4 kB	288.0 kB	[список файлів]
s390x	78.7 kB	240.0 kB	[список файлів]