套件：timbl（6.5-3）

[ 原始碼： 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.

標籤: 實做語言: C++, 角色: 程式

其他與 timbl 有關的套件

• dep: libc6 (>= 2.14) [amd64]

  GNU C 函式庫：共用函式庫
  同時作為一個虛擬套件由這些套件填實： libc6-udeb

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

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

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

  GCC 支援函式庫

  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

下載 timbl

下載可用於所有硬體架構的

硬體架構	套件大小	安裝後大小	檔案
amd64	81。2 kB	245。0 kB	[檔案列表]
arm64	78。2 kB	233。0 kB	[檔案列表]
armel	76。4 kB	224。0 kB	[檔案列表]
armhf	76。9 kB	212。0 kB	[檔案列表]
i386	81。1 kB	243。0 kB	[檔案列表]
mips64el	77。8 kB	247。0 kB	[檔案列表]
mipsel	77。9 kB	241。0 kB	[檔案列表]
ppc64el	79。4 kB	288。0 kB	[檔案列表]
s390x	78。7 kB	240。0 kB	[檔案列表]