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Framework & GUI for Bayes Nets and other probabilistic models.
...It supports Bayesian networks, influence diagrams, MSBN, OOBN, HBN, MEBN/PR-OWL, PRM, structure, parameter and incremental learning.
Please, visit our wiki (https://sourceforge.net/p/unbbayes/wiki/Home/) for more information. Check out the license section (https://sourceforge.net/p/unbbayes/wiki/License/) for our licensing policy.
...Obtaining the teachingbox:
FOR USERS:
If you want to download the latest releases, please visit:
http://search.maven.org/#search|ga|1|teachingbox
FOR DEVELOPERS:
1) If you use Apache Maven, just add the following dependency to your pom.xml:
<dependency>
<groupId>org.sf.teachingbox</groupId>
<artifactId>teachingbox-core</artifactId>
<version>1.2.3</version>
</dependency>
2) If you want to check out the most recent source-code:
git clone https://git.code.sf.net/p/teachingbox/core teachingbox-core
Documentation:
https://sourceforge.net/p/teachingbox/documentation/HEAD/tree/trunk/manual/
...Using CONLL-Evaluation:
processed 32065 tokens with 3656 phrases; found: 3251 phrases; correct: 2786.
accuracy: 95.25%; precision: 85.70%; recall: 76.20%; FB1: 80.67
Using GATE Corpus Benchmark:
Strict: P: 0.65 R: 0.73 F1: 0.69
Lenient: P: 0.74 R: 0.84 F1: 0.78
The details of how to reproduce evaluation, see README.
To use standalone version for tagging download DrugExtractionStandalone.tar.gz from Files.
Lexical substitution framework for supervised all-words lexical substitution using delexicalized features.
For a runnable (but GPL-licensed) version of LexSub, see LexSub-GPL (sf.net/p/lexsub/lexsub-gpl)
...Since updating the structure is a costly task, we use new data to primarily adapt the parameters and only if this is really necessary, do we adapt the structure. The method for handling concept drift is based on the Shewhart P-Chart.
Project homepage: http://adpreqfr4sl.sourceforge.net