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TiMBL - Tilburg Memory-Based Learner
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TiMBL
The TiMBL
software package is a fast, tree-based implementation of
k-nearest neighbor classification. The package includes the
IB1, IB2, TRIBL, TRIBL2, and IGTree algorithms, and offers various
weighting metrics. Server functionality offered by separate TimblServer wrapper.
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Dimbl
TiMBL wrapper performing parallel k-NN classification on multi-CPU machines
- Fambl (v2.3); family-based learner, a generalized-example k-NN classifier. Reference guide.
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paramsearch
Wrapped progressive sampling search for automatic algorithmic parameter optimization for TiMBL and other machine learning algorithms
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python-timbl
Python language bindings for TiMBL.
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rtimbl
Ruby language bindings for TiMBL.
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knngraph
Visualizes nearest neighbors in a TiMBL instance base.
Tools
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Generic NLP software
- Mbt
A customizable
tagger-generator and tagger combined in one. Based
on a tagged corpus, Mbtg generates a tagger, for instance for
part-of-speech tagging or named-entity recognition. Mbt processes text
from left to right, and uses a feedback loop to take its own previous
decisions into account.
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MBMT and PBMBMT
Memory-based machine translation based on trigrams (MBMT) or phrases (PBMBMT).
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ABL
The Alignment-Based Learning grammatical inference system by Menno van Zaanen.
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DEMOCRAT
Deciding between Multiple Outputs Created by Automatic Translation, a consensus-driven machine translation system by Menno van Zaanen and Harold Somers.
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WOPR
Memory-based
language modeling, written by Peter Berck.
Dutch language and speech technology
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Tadpole
Tadpole is a modular system integrating a tagger, lemmatizer,
morphological analyzer, and dependency parser based on TiMBL and MBT. Read about Tadpole in this
paper.
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NeXTeNS
A multi-platform, open source text-to-speech system for Dutch.
Generic data mining software
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