Package weka.core

Examples of weka.core.TechnicalInformation


   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;
   
    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "Ron Kohavi and George H. John");
    result.setValue(Field.YEAR, "1997");
    result.setValue(Field.TITLE, "Wrappers for feature subset selection");
    result.setValue(Field.JOURNAL, "Artificial Intelligence");
    result.setValue(Field.VOLUME, "97");
    result.setValue(Field.NUMBER, "1-2");
    result.setValue(Field.PAGES, "273-324");
    result.setValue(Field.NOTE, "Special issue on relevance");
    result.setValue(Field.ISSN, "0004-3702");
   
    return result;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;
   
    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "R.C. Holte");
    result.setValue(Field.YEAR, "1993");
    result.setValue(Field.TITLE, "Very simple classification rules perform well on most commonly used datasets");
    result.setValue(Field.JOURNAL, "Machine Learning");
    result.setValue(Field.VOLUME, "11");
    result.setValue(Field.PAGES, "63-91");
   
    return result;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @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;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;
   
    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "Leo Breiman");
    result.setValue(Field.YEAR, "2001");
    result.setValue(Field.TITLE, "Random Forests");
    result.setValue(Field.JOURNAL, "Machine Learning");
    result.setValue(Field.VOLUME, "45");
    result.setValue(Field.NUMBER, "1");
    result.setValue(Field.PAGES, "5-32");
   
    return result;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;
   
    result = new TechnicalInformation(Type.BOOK);
    result.setValue(Field.AUTHOR, "Peter J. Rousseeuw and Annick M. Leroy");
    result.setValue(Field.YEAR, "1987");
    result.setValue(Field.TITLE, "Robust regression and outlier detection");
   
    return result;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;
    TechnicalInformation   additional;
   
    result = new TechnicalInformation(Type.PHDTHESIS);
    result.setValue(Field.AUTHOR, "Wang, Y");
    result.setValue(Field.YEAR, "2000");
    result.setValue(Field.TITLE, "A new approach to fitting linear models in high dimensional spaces");
    result.setValue(Field.SCHOOL, "Department of Computer Science, University of Waikato");
    result.setValue(Field.ADDRESS, "Hamilton, New Zealand");

    additional = result.add(Type.INPROCEEDINGS);
    additional.setValue(Field.AUTHOR, "Wang, Y. and Witten, I. H.");
    additional.setValue(Field.YEAR, "2002");
    additional.setValue(Field.TITLE, "Modeling for optimal probability prediction");
    additional.setValue(Field.BOOKTITLE, "Proceedings of the Nineteenth International Conference in Machine Learning");
    additional.setValue(Field.YEAR, "2002");
    additional.setValue(Field.PAGES, "650-657");
    additional.setValue(Field.ADDRESS, "Sydney, Australia");
   
    return result;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;

    result = new TechnicalInformation(Type.MISC);
    result.setValue(TechnicalInformation.Field.AUTHOR, "Rong-En Fan and Kai-Wei Chang and Cho-Jui Hsieh and Xiang-Rui Wang and Chih-Jen Lin");
    result.setValue(TechnicalInformation.Field.TITLE, "LIBLINEAR - A Library for Large Linear Classification");
    result.setValue(TechnicalInformation.Field.YEAR, "2008");
    result.setValue(TechnicalInformation.Field.URL, "http://www.csie.ntu.edu.tw/~cjlin/liblinear/");
    result.setValue(TechnicalInformation.Field.NOTE, "The Weka classifier works with version 1.33 of LIBLINEAR");

    return result;
  }
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   * e.g., paper reference or book this class is based on.
   *
   * @return the technical information about this class
   */
  public TechnicalInformation getTechnicalInformation() {
    TechnicalInformation   result;
    TechnicalInformation   additional;
   
    result = new TechnicalInformation(Type.ARTICLE);
    result.setValue(Field.AUTHOR, "N. Littlestone");
    result.setValue(Field.YEAR, "1988");
    result.setValue(Field.TITLE, "Learning quickly when irrelevant attributes are abound: A new linear threshold algorithm");
    result.setValue(Field.JOURNAL, "Machine Learning");
    result.setValue(Field.VOLUME, "2");
    result.setValue(Field.PAGES, "285-318");
   
    additional = result.add(Type.TECHREPORT);
    additional.setValue(Field.AUTHOR, "N. Littlestone");
    additional.setValue(Field.YEAR, "1989");
    additional.setValue(Field.TITLE, "Mistake bounds and logarithmic linear-threshold learning algorithms");
    additional.setValue(Field.INSTITUTION, "University of California");
    additional.setValue(Field.ADDRESS, "University of California, Santa Cruz");
    additional.setValue(Field.NOTE, "Technical Report UCSC-CRL-89-11");
   
    return result;
  }
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     * e.g., paper reference or book this class is based on.
     *
     * @return the technical information about this class
     */
    public TechnicalInformation getTechnicalInformation() {
      TechnicalInformation   result;
      TechnicalInformation   additional;
     
      result = new TechnicalInformation(Type.ARTICLE);
      result.setValue(Field.AUTHOR, "Niels Landwehr and Mark Hall and Eibe Frank");
      result.setValue(Field.TITLE, "Logistic Model Trees");
      result.setValue(Field.BOOKTITLE, "Machine Learning");
      result.setValue(Field.YEAR, "2005");
      result.setValue(Field.VOLUME, "95");
      result.setValue(Field.PAGES, "161-205");
      result.setValue(Field.NUMBER, "1-2");
     
      additional = result.add(Type.INPROCEEDINGS);
      additional.setValue(Field.AUTHOR, "Marc Sumner and Eibe Frank and Mark Hall");
      additional.setValue(Field.TITLE, "Speeding up Logistic Model Tree Induction");
      additional.setValue(Field.BOOKTITLE, "9th European Conference on Principles and Practice of Knowledge Discovery in Databases");
      additional.setValue(Field.YEAR, "2005");
      additional.setValue(Field.PAGES, "675-683");
      additional.setValue(Field.PUBLISHER, "Springer");
     
      return result;
    }
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   * e.g., paper reference or book this class is based on.
   *
   * @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;
  }
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