Example usage for weka.core TechnicalInformation add

List of usage examples for weka.core TechnicalInformation add

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Introduction

In this page you can find the example usage for weka.core TechnicalInformation add.

Prototype

public TechnicalInformation add(Type type)

Source Link

Document

Adds an empty technical information with the given type to the list of additional informations and returns the instance.

Usage

From source file:SMO.java

License:Open Source License

/**
 * Returns an instance of a TechnicalInformation object, containing 
 * detailed information about the technical background of this class,
 * e.g., paper reference or book this class is based on.
 * //from   w  w w . ja v a  2s . c  om
 * @return the technical information about this class
 */
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;

    result = new TechnicalInformation(Type.INCOLLECTION);
    result.setValue(Field.AUTHOR, "J. Platt");
    result.setValue(Field.YEAR, "1998");
    result.setValue(Field.TITLE,
            "Fast Training of Support Vector Machines using Sequential Minimal Optimization");
    result.setValue(Field.BOOKTITLE, "Advances in Kernel Methods - Support Vector Learning");
    result.setValue(Field.EDITOR, "B. Schoelkopf and C. Burges and A. Smola");
    result.setValue(Field.PUBLISHER, "MIT Press");
    result.setValue(Field.URL, "http://research.microsoft.com/~jplatt/smo.html");
    result.setValue(Field.PDF, "http://research.microsoft.com/~jplatt/smo-book.pdf");
    result.setValue(Field.PS, "http://research.microsoft.com/~jplatt/smo-book.ps.gz");

    additional = result.add(Type.ARTICLE);
    additional.setValue(Field.AUTHOR, "S.S. Keerthi and S.K. Shevade and C. Bhattacharyya and K.R.K. Murthy");
    additional.setValue(Field.YEAR, "2001");
    additional.setValue(Field.TITLE, "Improvements to Platt's SMO Algorithm for SVM Classifier Design");
    additional.setValue(Field.JOURNAL, "Neural Computation");
    additional.setValue(Field.VOLUME, "13");
    additional.setValue(Field.NUMBER, "3");
    additional.setValue(Field.PAGES, "637-649");
    additional.setValue(Field.PS, "http://guppy.mpe.nus.edu.sg/~mpessk/svm/smo_mod_nc.ps.gz");

    additional = result.add(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Trevor Hastie and Robert Tibshirani");
    additional.setValue(Field.YEAR, "1998");
    additional.setValue(Field.TITLE, "Classification by Pairwise Coupling");
    additional.setValue(Field.BOOKTITLE, "Advances in Neural Information Processing Systems");
    additional.setValue(Field.VOLUME, "10");
    additional.setValue(Field.PUBLISHER, "MIT Press");
    additional.setValue(Field.EDITOR, "Michael I. Jordan and Michael J. Kearns and Sara A. Solla");
    additional.setValue(Field.PS, "http://www-stat.stanford.edu/~hastie/Papers/2class.ps");

    return result;
}

From source file:adaptedClusteringAlgorithms.MyFarthestFirst.java

License:Open Source License

/**
 * Returns an instance of a TechnicalInformation object, containing 
 * detailed information about the technical background of this class,
 * e.g., paper reference or book this class is based on.
 * //  w  w w. ja  v a  2 s .  c o m
 * @return the technical information about this class
 */
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;

    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "Hochbaum and Shmoys");
    result.setValue(Field.YEAR, "1985");
    result.setValue(Field.TITLE, "A best possible heuristic for the k-center problem");
    result.setValue(Field.JOURNAL, "Mathematics of Operations Research");
    result.setValue(Field.VOLUME, "10");
    result.setValue(Field.NUMBER, "2");
    result.setValue(Field.PAGES, "180-184");

    additional = result.add(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Sanjoy Dasgupta");
    additional.setValue(Field.TITLE, "Performance Guarantees for Hierarchical Clustering");
    additional.setValue(Field.BOOKTITLE, "15th Annual Conference on Computational Learning Theory");
    additional.setValue(Field.YEAR, "2002");
    additional.setValue(Field.PAGES, "351-363");
    additional.setValue(Field.PUBLISHER, "Springer");

    return result;
}

From source file:cba.Apriori.java

License:Open Source License

/**
 * Returns an instance of a TechnicalInformation object, containing 
 * detailed information about the technical background of this class,
 * e.g., paper reference or book this class is based on.
 * //from  w  ww .j a  v  a2  s  . co m
 * @return the technical information about this class
 */
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;

    result = new TechnicalInformation(Type.INPROCEEDINGS);
    result.setValue(Field.AUTHOR, "R. Agrawal and R. Srikant");
    result.setValue(Field.TITLE, "Fast Algorithms for Mining Association Rules in Large Databases");
    result.setValue(Field.BOOKTITLE, "20th International Conference on Very Large Data Bases");
    result.setValue(Field.YEAR, "1994");
    result.setValue(Field.PAGES, "478-499");
    result.setValue(Field.PUBLISHER, "Morgan Kaufmann, Los Altos, CA");

    additional = result.add(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Bing Liu and Wynne Hsu and Yiming Ma");
    additional.setValue(Field.TITLE, "Integrating Classification and Association Rule Mining");
    additional.setValue(Field.BOOKTITLE,
            "Fourth International Conference on Knowledge Discovery and Data Mining");
    additional.setValue(Field.YEAR, "1998");
    additional.setValue(Field.PAGES, "80-86");
    additional.setValue(Field.PUBLISHER, "AAAI Press");

    return result;
}

From source file:FeatureSelection.ReliefFAttributeEval.java

License:Open Source License

/**
 * Returns an instance of a TechnicalInformation object, containing detailed
 * information about the technical background of this class, e.g., paper
 * reference or book this class is based on.
 * //  w  ww  .j ava 2  s  .  c om
 * @return the technical information about this class
 */
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;

    result = new TechnicalInformation(Type.INPROCEEDINGS);
    result.setValue(Field.AUTHOR, "Kenji Kira and Larry A. Rendell");
    result.setValue(Field.TITLE, "A Practical Approach to Feature Selection");
    result.setValue(Field.BOOKTITLE, "Ninth International Workshop on Machine Learning");
    result.setValue(Field.EDITOR, "Derek H. Sleeman and Peter Edwards");
    result.setValue(Field.YEAR, "1992");
    result.setValue(Field.PAGES, "249-256");
    result.setValue(Field.PUBLISHER, "Morgan Kaufmann");

    additional = result.add(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Igor Kononenko");
    additional.setValue(Field.TITLE, "Estimating Attributes: Analysis and Extensions of RELIEF");
    additional.setValue(Field.BOOKTITLE, "European Conference on Machine Learning");
    additional.setValue(Field.EDITOR, "Francesco Bergadano and Luc De Raedt");
    additional.setValue(Field.YEAR, "1994");
    additional.setValue(Field.PAGES, "171-182");
    additional.setValue(Field.PUBLISHER, "Springer");

    additional = result.add(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Marko Robnik-Sikonja and Igor Kononenko");
    additional.setValue(Field.TITLE, "An adaptation of Relief for attribute estimation in regression");
    additional.setValue(Field.BOOKTITLE, "Fourteenth International Conference on Machine Learning");
    additional.setValue(Field.EDITOR, "Douglas H. Fisher");
    additional.setValue(Field.YEAR, "1997");
    additional.setValue(Field.PAGES, "296-304");
    additional.setValue(Field.PUBLISHER, "Morgan Kaufmann");

    return result;
}

From source file:meka.classifiers.multilabel.CDT.java

License:Open Source License

@Override
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;

    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "Yuhong Guoand and Suicheng Gu");
    result.setValue(Field.TITLE, "Multi-Label Classification Using Conditional Dependency Networks");
    result.setValue(Field.BOOKTITLE, "IJCAI '11");
    result.setValue(Field.YEAR, "2011");

    result.add(new CT().getTechnicalInformation());

    return result;
}

From source file:meka.classifiers.multilabel.MCC.java

License:Open Source License

@Override
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;//from w  ww  .  j  a  va2 s .c o m

    result = new TechnicalInformation(Type.INPROCEEDINGS);
    result.setValue(Field.AUTHOR, "Jesse Read and Luca Martino and David Luengo");
    result.setValue(Field.TITLE, "Efficient Monte Carlo Optimization for Multi-label Classifier Chains");
    result.setValue(Field.BOOKTITLE,
            "ICASSP'13: International Conference on Acoustics, Speech, and Signal Processing");
    result.setValue(Field.YEAR, "2013");

    additional = new TechnicalInformation(Type.ARTICLE);
    additional.setValue(Field.AUTHOR, "Jesse Read and Luca Martino and David Luengo");
    additional.setValue(Field.TITLE,
            "Efficient Monte Carlo Optimization for Multi-dimensional Classifier Chains");
    additional.setValue(Field.JOURNAL, "Elsevier Pattern Recognition");
    additional.setValue(Field.YEAR, "2013");

    result.add(additional);
    return result;
}

From source file:meka.classifiers.multilabel.RAkEL.java

License:Open Source License

@Override
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;/*from   ww w.j av a 2 s  .c o  m*/

    result = new TechnicalInformation(Type.INPROCEEDINGS);
    result.setValue(Field.AUTHOR, "Grigorios Tsoumakas and Ioannis Katakis and Ioannis Vlahavas");
    result.setValue(Field.TITLE, "Random k-Labelsets for Multi-Label Classification");
    result.setValue(Field.JOURNAL, "IEEE Transactions on Knowledge and Data Engineering");
    result.setValue(Field.VOLUME, "99");
    result.setValue(Field.NUMBER, "1");
    result.setValue(Field.YEAR, "2010");

    additional = new TechnicalInformation(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Jesse Read, Antti Puurula, Albert Bifet");
    additional.setValue(Field.TITLE, "Multi-label Classification with Meta-labels");
    additional.setValue(Field.BOOKTITLE, "International Conference on Data Mining");
    additional.setValue(Field.YEAR, "2014");

    result.add(additional);

    return result;
}

From source file:meka.classifiers.multilabel.RAkELd.java

License:Open Source License

@Override
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;/*from   w w  w .  j  av a2  s. co m*/

    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "Grigorios Tsoumakas, Ioannis Katakis, Ioannis Vlahavas");
    result.setValue(Field.TITLE, "Random k-Labelsets for Multi-Label Classification");
    result.setValue(Field.JOURNAL, "IEEE Transactions on Knowledge and Data Engineering");
    result.setValue(Field.YEAR, "2011");
    result.setValue(Field.VOLUME, "23");
    result.setValue(Field.NUMBER, "7");
    result.setValue(Field.PAGES, "1079--1089");

    additional = new TechnicalInformation(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Jesse Read, Antti Puurula, Albert Bifet");
    additional.setValue(Field.TITLE, "Classifier Chains for Multi-label Classification");
    result.setValue(Field.BOOKTITLE,
            "ICDM'14: International Conference on Data Mining (ICDM 2014). Shenzen, China.");
    result.setValue(Field.PAGES, "941--946");
    result.setValue(Field.YEAR, "2014");

    result.add(additional);

    return result;
}

From source file:ml.engine.LibSVM.java

License:Open Source License

/**
 * Returns an instance of a TechnicalInformation object, containing detailed
 * information about the technical background of this class, e.g., paper
 * reference or book this class is based on.
 * //  ww  w .  j a v a2s . c om
 * @return the technical information about this class
 */
@Override
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;

    result = new TechnicalInformation(Type.MISC);
    result.setValue(TechnicalInformation.Field.AUTHOR, "Yasser EL-Manzalawy");
    result.setValue(TechnicalInformation.Field.YEAR, "2005");
    result.setValue(TechnicalInformation.Field.TITLE, "WLSVM");
    result.setValue(TechnicalInformation.Field.NOTE, "LibSVM was originally developed as 'WLSVM'");
    result.setValue(TechnicalInformation.Field.URL, "http://www.cs.iastate.edu/~yasser/wlsvm/");
    result.setValue(TechnicalInformation.Field.NOTE,
            "You don't need to include the WLSVM package in the CLASSPATH");

    additional = result.add(Type.MISC);
    additional.setValue(TechnicalInformation.Field.AUTHOR, "Chih-Chung Chang and Chih-Jen Lin");
    additional.setValue(TechnicalInformation.Field.TITLE, "LIBSVM - A Library for Support Vector Machines");
    additional.setValue(TechnicalInformation.Field.YEAR, "2001");
    additional.setValue(TechnicalInformation.Field.URL, "http://www.csie.ntu.edu.tw/~cjlin/libsvm/");
    additional.setValue(TechnicalInformation.Field.NOTE,
            "The Weka classifier works with version 2.82 of LIBSVM");

    return result;
}

From source file:text_clustering.Cobweb.java

License:Open Source License

/**
 * Returns an instance of a TechnicalInformation object, containing 
 * detailed information about the technical background of this class,
 * e.g., paper reference or book this class is based on.
 * /*from   w w w  .  j a va 2s .com*/
 * @return the technical information about this class
 */
public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation result;
    TechnicalInformation additional;

    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "D. Fisher");
    result.setValue(Field.YEAR, "1987");
    result.setValue(Field.TITLE, "Knowledge acquisition via incremental conceptual clustering");
    result.setValue(Field.JOURNAL, "Machine Learning");
    result.setValue(Field.VOLUME, "2");
    result.setValue(Field.NUMBER, "2");
    result.setValue(Field.PAGES, "139-172");

    additional = result.add(Type.ARTICLE);
    additional.setValue(Field.AUTHOR, "J. H. Gennari and P. Langley and D. Fisher");
    additional.setValue(Field.YEAR, "1990");
    additional.setValue(Field.TITLE, "Models of incremental concept formation");
    additional.setValue(Field.JOURNAL, "Artificial Intelligence");
    additional.setValue(Field.VOLUME, "40");
    additional.setValue(Field.PAGES, "11-61");

    return result;
}