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Updated to use LibLINEAR Weka package 1.9.8 (and Weka >=3.8)
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vukbatanovic committed May 16, 2016
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3 changes: 1 addition & 2 deletions .classpath
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<classpathentry kind="src" path="src"/>
<classpathentry kind="con" path="org.eclipse.jdt.launching.JRE_CONTAINER/org.eclipse.jdt.internal.debug.ui.launcher.StandardVMType/JavaSE-1.8"/>
<classpathentry kind="lib" path="lib/weka.jar" sourcepath="lib/weka-src.jar"/>
<classpathentry kind="lib" path="lib/liblinear-1.51-with-deps.jar"/>
<classpathentry kind="lib" path="lib/liblinear-java-1.95.jar" sourcepath="lib/liblinear-java-1.95-src.jar"/>
<classpathentry kind="lib" path="lib/LibLINEAR.jar" sourcepath="lib/LibLINEAR-src.jar"/>
<classpathentry kind="lib" path="lib/liblinear-java-1.96-SNAPSHOT.jar"/>
<classpathentry kind="output" path="bin"/>
</classpath>
8 changes: 4 additions & 4 deletions Description.props
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PackageName=NBSVM

# Version (required)
Version=1.0.0
Version=1.0.1

# Date
Date=2016-03-01
Date=2016-05-15

# Title (required)
Title=An NBSVM implementation capable of multiclass (one-vs-all) classification.
Expand All @@ -27,7 +27,7 @@ License=GPL 3.0
Description=This package contains a Java implementation of the NBSVM algorithm which was first presented as a binary classifier in "Baselines and Bigrams: Simple, Good Sentiment and Topic Classification," Sida Wang, Christopher D. Manning, in Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics (ACL 2012), pp. 90-94, Jeju Island, South Korea (2012). This version extends the original algorithm to also support multiclass (one-vs-all) classification. The code relies on the LibLINEAR library and its Weka wrapper class. See the webpage for more information.

# Package URL for obtaining the package archive (required)
PackageURL=https://github.com/vukbatanovic/NBSVM-Weka/releases/download/v1.0.0/NBSVM-Weka_1.0.0.zip
PackageURL=https://github.com/vukbatanovic/NBSVM-Weka/releases/download/v1.0.1/NBSVM-Weka_1.0.1.zip

# URL for further information
URL=https://github.com/vukbatanovic/NBSVM-Weka/
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Related=LibLINEAR

# Dependencies
Depends=weka (>=3.7.12), LibLINEAR (>=1.9.5)
Depends=weka (>=3.8), LibLINEAR (>=1.9.8)
8 changes: 4 additions & 4 deletions README.md
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## Installation
NBSVM-Weka can be installed as an unofficial plug-in module within Weka.
To do so, download the [NBSVM-Weka package](https://github.com/vukbatanovic/NBSVM-Weka/releases/download/v1.0.0/NBSVM-Weka_1.0.0.zip).
Open the Weka package manager (available in Weka >= 3.7) and use the "Unofficial - File/URL" option to select and install NBSVM-Weka.
To do so, download the [NBSVM-Weka package](https://github.com/vukbatanovic/NBSVM-Weka/releases/download/v1.0.1/NBSVM-Weka_1.0.1.zip).
Open the Weka package manager and use the "Unofficial - File/URL" option to select and install NBSVM-Weka.
After restarting Weka, the list of available classifiers (within the functions category) will contain the NBSVM option.

## Usage
Expand All @@ -25,7 +25,7 @@ Either way, the configuration options are very similar to the options of LibLINE
One difference is that NBSVM-Weka is not compatible with Support Vector Regression and Crammer and Singer's multiclass classification algorithm, making those SVMTypes disabled.

In addition, NBSVM-Weka allows the user to specify the Laplace smoothing parameter alpha (*default: 1.0*) and the interpolation parameter beta (*default: 0.25*).
These parameters can be set in the command line options as -L <double> (for Laplace smoothing) and -I <double> (for interpolation).
These parameters can be set in the command line options as -A <double> (for Laplace smoothing) and -X <double> (for interpolation).

## References
If you wish to use the NBSVM classifier in your paper or project, please cite the original paper:
Expand All @@ -34,7 +34,7 @@ If you wish to use the NBSVM classifier in your paper or project, please cite th

This Weka package was introduced in the following paper:

**Reliable Baselines for Sentiment Analysis in Resource-Limited Languages: The Serbian Movie Review Dataset**, Vuk Batanović, Boško Nikolić, Milan Milosavljević, in Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC 2016), Portorož, Slovenia. (2016)
**[Reliable Baselines for Sentiment Analysis in Resource-Limited Languages: The Serbian Movie Review Dataset](http://www.lrec-conf.org/proceedings/lrec2016/pdf/284_Paper.pdf)**, Vuk Batanović, Boško Nikolić, Milan Milosavljević, in Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC 2016), pp. 2688-2696, Portorož, Slovenia (2016).

## Additional Documentation
All methods contain extensive documentation and comments.
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<!-- -->
</a><code>public&nbsp;static&nbsp;final&nbsp;java.lang.String</code></td>
<td><code><a href="weka/classifiers/functions/NBSVM.html#REVISION">REVISION</a></code></td>
<td class="colLast"><code>"1.0.0"</code></td>
<td class="colLast"><code>"1.0.1"</code></td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a name="weka.classifiers.functions.NBSVM.serialVersionUID">
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<head>
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<dt><span class="simpleTagLabel">Author:</span></dt>
<dd>Vuk Batanović</dd>
<dt><span class="seeLabel">See Also:</span></dt>
<dd>"Reliable Baselines for Sentiment Analysis in Resource-Limited Languages: The Serbian Movie Review Dataset", Vuk Batanović, Boško Nikolić, Milan Milosavljević, in Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC 2016), Portorož, Slovenia. (2016)
<dd><i>Reliable Baselines for Sentiment Analysis in Resource-Limited Languages: The Serbian Movie Review Dataset</i>, Vuk Batanović, Boško Nikolić, Milan Milosavljević, in Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC 2016), pp. 2688-2696, Portorož, Slovenia (2016).
<br>
https://github.com/vukbatanovic/NBSVM-Weka
<br>,
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