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[ Source: timbl  ]

Package: timbl (6.4.2-1)

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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
 * 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 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

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Download for all available architectures
Architecture Package Size Installed Size Files
amd64 85.1 kB176.0 kB [list of files]
armel 84.6 kB156.0 kB [list of files]
armhf 83.2 kB146.0 kB [list of files]
i386 86.5 kB164.0 kB [list of files]
ia64 95.0 kB224.0 kB [list of files]
kfreebsd-amd64 86.3 kB131.0 kB [list of files]
kfreebsd-i386 86.5 kB129.0 kB [list of files]
mips 85.1 kB165.0 kB [list of files]
mipsel 84.6 kB165.0 kB [list of files]
powerpc 86.9 kB164.0 kB [list of files]
s390 86.6 kB164.0 kB [list of files]
s390x 89.7 kB174.0 kB [list of files]
sparc 84.8 kB161.0 kB [list of files]