eibe_publications.bib

@inproceedings{geilke13:_onlin_estim_of_discr_densit,
  author = {Michael Geilke and Eibe Frank and Andreas Karwath and Stefan Kramer},
  title = {Online Estimation of Discrete Densities},
  booktitle = {Proc 13th IEEE International Conference on Data Mining},
  series = {Dallas, Texas},
  year = 2013,
  publisher = {IEEE},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/icdm2013_ieee.pdf}
}
@inproceedings{frank13:_propos_of_multi_instan_data,
  author = {Eibe Frank and Bernhard Pfahringer},
  title = {Propositionalisation of Multi-instance Data using Random Forests},
  booktitle = {Proc 26th Australasian Conference on Artificial Intelligence},
  pages = {362-373},
  year = 2013,
  series = {Otago, New Zealand},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_and_Pfahringer_CR_AI_13.pdf}
}
@article{kamphuis13:_apply_addit_logis_regres_to,
  author = {Claudia Kamphuis and Eibe Frank and Jennie K. Burke and Gwyn Verkerk and Jenny Jago},
  title = {Applying additive logistic regression to data derived from sensors monitoring behavioral and physiological characteristics of dairy cows to detect lameness},
  journal = {Dairy Science},
  year = 2013,
  http = {http://dx.doi.org/10.3168/jds.2013-6993},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/DETECTING_LAME_COWS_AUTOMATICALLY_FINAL2.pdf}
}
@article{rajanayagam13:_artif_neural_networ_is_highl,
  author = {Jeremy Rajanayagam and Eibe Frank and Ross W. Shepherd and Peter J. Lewindon},
  title = {Artificial neural network is highly predictive of outcome in paediatric acute liver failure},
  journal = {Pediatric Transplantation},
  year = 2013,
  http = {http://dx.doi.org/10.1111/petr.12100}
}
@inproceedings{geilke12:_onlin_estim_of_discr_densit,
  author = {Michael Geilke and Eibe Frank and Stefan Kramer},
  title = {Online Estimation of Discrete Densities using Classifier Chains},
  booktitle = {ECML PKDD 2012 Workshop on Instant Interactive Data Mining},
  year = 2012,
  series = {Bristol, UK},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/geilke_et_al-online_estimation_of_discrete_densities.pdf}
}
@article{huang12:_learn_concep_based_docum_simil_measur,
  author = {Lan Huang and David Milne and Eibe Frank and Ian H. Witten},
  title = {Learning a Concept-based Document Similarity Measure},
  journal = {Journal of the American Society for Information Science and Technology},
  year = {2012},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/JASIST2012.pdf}
}
@article{bifet12:_ensem_of_restr_hoeff_trees,
  author = {Albert Bifet and Eibe Frank and Geoffrey Holmes and Bernhard Pfahringer},
  title = {Ensembles of Restricted {Hoeffding} Trees},
  journal = {ACM Transactions on Intelligent Systems and Technology},
  year = 2012,
  volume = 3,
  number = 2,
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/LimAtt.pdf}
}
@inproceedings{bjerring11:_beyon_trees,
  author = {Luke Bjerring and
               Eibe Frank},
  title = {Beyond Trees: Adopting {MITI} to Learn Rules and Ensemble
               Classifiers for Multi-Instance Data},
  booktitle = {Proc 24th Australasian Joint Conference on Artificial Intelligence},
  year = 2011,
  pages = {41-50},
  series = {Perth, Australia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Bjerring135.pdf}
}
@inproceedings{mayo11:_exper_with_multi_view_multi,
  author = {Michael Mayo and Eibe Frank},
  title = {Experiments with Multi-view Multi-instance Learning for Supervised Image Classification},
  booktitle = {Proc 26th International Conference Image and Vision Computing New Zealand},
  pages = {363-369},
  year = 2011,
  series = {Auckland, New Zealand},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/2-MVMI.pdf}
}
@article{classifier_chains_mlj,
  author = {Jesse Read and
               Bernhard Pfahringer and
               Geoff Holmes and
               Eibe Frank},
  title = {Classifier chains for multi-label classification},
  journal = {Machine Learning},
  volume = {85},
  number = {3},
  year = {2011},
  pages = {333-359},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ccformlc.pdf},
  http = {http://dx.doi.org/10.1007/s10994-011-5256-5}
}
@article{Bouckaert2011139,
  title = {A comparison of methods for estimating prediction intervals in {NIR} spectroscopy: Size matters},
  journal = {Chemometrics and Intelligent Laboratory Systems},
  volume = {109},
  number = {2},
  pages = {139 - 145},
  year = {2011},
  author = {Remco R. Bouckaert and Eibe Frank and Geoffrey Holmes and Dale Fletcher},
  http = {http://dx.doi.org/10.1016/j.chemolab.2011.08.008},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/output.pdf}
}
@book{witten11:_data_minin,
  author = {Ian H. Witten and Eibe Frank and Mark A. Hall},
  title = {Data Mining: Practical Machine Learning Tools and Techniques},
  publisher = {Morgan Kaufmann},
  year = 2011,
  address = {Burlington, MA},
  edition = 3,
  http = {http://www.cs.waikato.ac.nz/~ml/weka/book.html}
}
@article{bouckaert10:_weka,
  author = {Remco R. Bouckaert and Eibe Frank and Mark A. Hall and Geoffrey Holmes and Bernhard Pfahringer and Peter Reutemann and Ian H. Witten},
  title = {{WEKA}--Experiences with a {J}ava Open-Source Project},
  journal = {Journal of Machine Learning Research},
  year = 2010,
  volume = 11,
  pages = {2533-2541},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/bouckaert10a.pdf}
}
@inproceedings{bifet10:_accur_ensem_for_data_stream,
  author = {Albert Bifet and Eibe Frank and Geoffrey Holmes and Bernhard Pfahringer},
  title = {Accurate Ensembles for Data Streams: Combining Restricted {H}oeffding Trees using Stacking},
  booktitle = {Proc 2nd Asian Conference on Machine Learning},
  year = 2010,
  series = {Tokyo},
  publisher = {JMLR},
  pages = {225-240},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Bifet_et_al_ACML_2010.pdf}
}
@inproceedings{foulds10:_speed_up_and_boost_diver_densit_learn,
  author = {James R. Foulds and Eibe Frank},
  title = {Speeding Up and Boosting Diverse Density Learning},
  booktitle = {Proc 13th International Conference on Discovery Science},
  year = 2010,
  pages = {102-116},
  series = {Canberra, Australia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/dd_speedup.pdf}
}
@inproceedings{bifet10:_sentim_knowl_discov_in_twitt_stream_data,
  author = {Albert Bifet and Eibe Frank},
  title = {Sentiment Knowledge Discovery in {T}witter Streaming Data},
  booktitle = {Proc 13th International Conference on Discovery Science},
  year = 2010,
  pages = {1-15},
  series = {Canberra, Australia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Twitter-crc.pdf}
}
@article{zimekss:_study_of_hierar_and_flat,
  author = {Arthur Zimek and Fabian Buchwald and Eibe Frank and Stefan Kramer},
  title = {A Study of Hierarchical and Flat Classification of Proteins},
  journal = {IEEE/ACM Transactions on Computational Biology and Bioinformatics},
  year = {2010},
  volume = {7},
  pages = {563-571},
  http = {http://waikato.researchgateway.ac.nz/handle/10289/2677}
}
@inproceedings{buchwald10:_fast_condit_densit_estim_for,
  author = {Fabian Buchwald and Tobias Girschick and Eibe Frank and Stefan Kramer},
  title = {Fast Conditional Density Estimation for Quantitative Structure-Activity Relationships},
  booktitle = {Proc 24th AAAI Conference on Artificial Intelligence},
  year = 2010,
  pdf = {http://www.aaai.org/ocs/index.php/AAAI/AAAI10/paper/download/1819/2194}
}
@inproceedings{bifet10:_fast_percep_decis_tree_learn,
  author = {Albert Bifet and Geoff Holmes and Bernhard Pfahringer and Eibe Frank},
  title = {Fast Perceptron Decision Tree Learning from Evolving Data Streams},
  booktitle = {Proc 14th Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  year = 2010,
  pages = {299-310},
  series = {Hyderabad, India},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Perceptron.pdf}
}
@article{foulds10:_review_of_multi_instan_learn_assum,
  author = {James Foulds and Eibe Frank},
  title = {A Review of Multi-Instance Learning Assumptions},
  journal = {Knowledge Engineering Review},
  volume = 25,
  number = 1,
  pages = {1-25},
  year = 2010,
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/FouldsAndFrankMIreview.pdf}
}
@inproceedings{frank09:_condit_densit_estim_with_class_probab_estim,
  author = {Eibe Frank and Remco Bouckaert},
  title = {Conditional Density Estimation with Class Probability Estimators},
  booktitle = {Proceedings of the 1st Asian Conference on Machine Learning},
  year = 2009,
  pages = {65-81},
  series = {Nanjing, China},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank_and_bouckaert_ACML09.pdf}
}
@article{hall09:_weka_data_minin_softw,
  author = {Mark Hall and Eibe Frank and Geoffrey Holmes and Bernhard Pfahringer and Peter Reutemann and Ian H. Witten},
  title = {The {WEKA} data mining software: an update},
  journal = {SIGKDD Explorations},
  volume = 11,
  number = 1,
  year = 2009,
  pages = {10-18},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/weka_update.pdf}
}
@inproceedings{read09:_class_chain_for_multi_label_class,
  author = {Jesse Read and Bernhard Pfahringer and Geoff Holmes and Eibe Frank},
  title = {Classifier Chains for Multi-label Classification},
  booktitle = {Proc 13th European Conference on Principles and Practice of Knowledge Discovery
               in Databases and 20th European Conference on Machine Learning},
  year = 2009,
  pages = {254-269},
  series = {Bled, Slovenia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/chains.pdf}
}
@inproceedings{medelyan09:_human_compet_taggin_using_autom_keyph_extrac,
  author = {Olena Medelyan and Eibe Frank and Ian H. Witten},
  title = {Human-competitive tagging using automatic keyphrase extraction},
  year = 2009,
  booktitle = {Proc Conf on Empirical Methods in Natural Language Processing},
  publisher = {ACL},
  pages = {1318-1327},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/maui_emnlp2009_1dataset.pdf}
}
@inproceedings{holmes09:_analy_chrom_data_using_data,
  author = {Geoffrey Holmes and Dale Fletcher and Peter Reutemann and Eibe Frank },
  title = {Analysing chromatographic data using data mining to monitor petroleum content in water},
  booktitle = {Proc 4th Int ICSC Symposium on Information Technologies in Environmental Engineering},
  pages = {278-290},
  publisher = {Springer},
  year = 2009,
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ITEE.pdf}
}
@inproceedings{huang09:_clust_docum_using_wikip_based_concep_repres,
  author = {Anna Huang and David Milne and Eibe Frank and Ian H. Witten},
  title = {Clustering Documents using a {W}ikipedia-based Concept Representation},
  booktitle = {Proc 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  series = {Bangkog, Thailand},
  year = 2009,
  publisher = {Springer},
  pages = {628-636},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/pakdd09_similarity_cr.pdf}
}
@inproceedings{guetlein09:_large_scale_attrib_selec_using_wrapp,
  author = {Martin G{\"u}tlein and Eibe Frank and Mark Hall and Andreas Karwath},
  title = {Large-scale attribute selection using wrappers},
  booktitle = {Proc IEEE Symposium on Computational Intelligence and Data Mining},
  year = 2009,
  publisher = {IEEE},
  pages = {332-339},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/guetlein_et_al.pdf}
}
@article{ben-david09:_accur_of_machin_learn_model,
  author = {Arie Ben-David and Eibe Frank},
  title = {Accuracy of machine learning models versus "hand crafted" expert systems - A credit scoring case study},
  journal = {Expert Systems with Applications},
  year = 2009,
  volume = 36,
  number = 3,
  pages = {5264-5271},
  http = {http://dx.doi.org/10.1016/j.eswa.2008.06.071}
}
@inproceedings{huang08:_clust_docum_with_activ_learn_using_wikip,
  author = {Anna Huang and David Milne and Eibe Frank and Ian H. Witten},
  title = {Clustering Documents with Active Learning using {W}ikipedia},
  booktitle = {Proc 8th IEEE International Conference on Data Mining},
  pages = {839-844},
  year = 2008,
  series = {Pisa, Italy},
  publisher = {IEEE Computer Society},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Huang_TextClustering.pdf}
}
@inproceedings{foulds08:_revis_multip_instan_learn_via,
  author = {James Foulds and Eibe Frank},
  title = {Revisiting Multiple-Instance Learning via Embedded Instance Selection},
  booktitle = {Proc 21st Australasian Joint Conference on Artificial Intelligence},
  year = 2008,
  series = {Auckland, New Zealand},
  publisher = {Springer},
  pages = {300-310},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/miles.pdf}
}
@inproceedings{frank08:_addit_regres_applied_to_large,
  author = {Eibe Frank and Mark Hall},
  title = {Additive Regression Applied to a Large-Scale Collaborative Filtering Problem},
  booktitle = {Proc 21set Australasian Joint Conference on Artificial Intelligence},
  year = 2008,
  series = {Auckland, New Zealand},
  publisher = {Springer},
  pages = {435-446},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/netflix.pdf}
}
@inproceedings{hempstalk08:_discr_again_new_class,
  author = {Kathryn Hempstalk and Eibe Frank},
  title = {Discriminating Against New Classes: One-Class versus Multi-Class Classification},
  booktitle = {Proc 21set Australasian Joint Conference on Artificial Intelligence},
  year = 2008,
  series = {Auckland, New Zealand},
  publisher = {Springer},
  pages = {325-336},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/hf08-domainsForOCC.pdf}
}
@inproceedings{hempstalk08:_one_class_class_by_combin,
  author = {Kathryn Hempstalk and Eibe Frank and Ian H. Witten},
  title = {One-class Classification by Combining Density and Class Probability Estimation},
  booktitle = {Proc 12th European Conference on Principles and Practice of Knowledge Discovery
               in Databases and 19th European Conference on Machine Learning},
  year = 2008,
  series = {Antwerp, Belgium},
  pages = {505-519},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/hfw08-oneclassclassification.pdf}
}
@inproceedings{hall08:_combin_naive_bayes_and_decis_tables,
  author = {Mark Hall and Eibe Frank},
  title = {Combining Naive {B}ayes and Decision Tables},
  booktitle = {Proc 21st Florida Artificial Intelligence Research Society Conference},
  year = 2008,
  series = {Miami, Florida},
  publisher = {AAAI Press},
  pages = {318-319},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/HallAndFrankFLAIRS08.pdf}
}
@inproceedings{kibriya07:_empir_compar_of_exact_neares_neigh_algor,
  author = {Ashraf M. Kibriya and Eibe Frank},
  title = {An Empirical Comparison of Exact Nearest Neighbour Algorithms},
  booktitle = {Proc 11th European
               Conference on Principles and Practice of Knowledge Discovery
               in Databases},
  pages = {140-151},
  year = 2007,
  series = {Warsaw, Poland},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/KibriyaAndFrankPKDD07.pdf}
}
@inproceedings{frank06:_naive_bayes_text_class_unbal_class,
  author = {Eibe Frank and Remco R. Bouckaert},
  title = {Naive {B}ayes for Text Classification with Unbalanced Classes},
  booktitle = {Proc 10th European
               Conference on Principles and Practice of Knowledge Discovery
               in Databases},
  pages = {503-510},
  year = 2006,
  series = {Berlin, Germany},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/FrankAndBouckaertPKDD06new.pdf}
}
@inproceedings{frank06:_improv_baggin_input_smear,
  author = {Eibe Frank and Bernhard Pfahringer},
  title = {Improving on Bagging with Input Smearing.},
  booktitle = {Proc 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  series = {Singapore},
  publisher = {Springer},
  pages = {97-106},
  year = 2006,
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/FrankAndPfahringer.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/FrankAndPfahringer.pdf}
}
@book{witten05:_data_minin,
  author = {Ian H. Witten and Eibe Frank},
  title = {Data Mining: Practical Machine Learning Tools and Techniques},
  publisher = {Morgan Kaufmann},
  year = 2005,
  address = {San Francisco},
  edition = 2,
  http = {http://www.cs.waikato.ac.nz/~ml/weka/book.html}
}
@article{LandwehrHF05,
  author = {Niels Landwehr and
               Mark Hall and
               Eibe Frank},
  title = {Logistic Model Trees.},
  journal = {Machine Learning},
  volume = {59},
  number = {1-2},
  year = {2005},
  pages = {161-205},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/LMT.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/LMT.pdf}
}
@article{WangTHFFMM05,
  author = {Yu Wang and
               Igor V. Tetko and
               Mark A. Hall and
               Eibe Frank and
               Axel Facius and
               Klaus F. X. Mayer and
               Hans-Werner Mewes},
  title = {Gene selection from microarray data for cancer classification
               - a machine learning approach.},
  journal = {Computational Biology and Chemistry},
  volume = {29},
  number = {1},
  year = {2005},
  pages = {37-46},
  http = {http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=15680584&dopt=Citation}
}
@incollection{datamining2005/FrankHHKP05,
  author = {Eibe Frank and
               Mark A. Hall and
               Geoffrey Holmes and
               Richard Kirkby and
               Bernhard Pfahringer and Ian H. Witten and Len Trigg},
  title = {WEKA - A Machine Learning Workbench for Data Mining.},
  booktitle = {The Data Mining and Knowledge Discovery Handbook},
  year = {2005},
  pages = {1305-1314},
  editor = {Oded Maimon and
               Lior Rokach},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/weka_dmh.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/weka_dmh.pdf}
}
@incollection{witten05:_kea,
  author = {Ian H. Witten and Gordon W. Paynter and Eibe Frank and 
Carl Gutwin and Craig G. Nevill-Manning},
  title = {Kea: Practical automatic keyphrase extraction},
  booktitle = {Design and Usability of Digital Libraries: Case Studies in the Asia Pacific},
  pages = {129-152},
  publisher = {Information Science Publishing},
  year = 2005,
  editor = {Y.-L. Theng and S. Foo},
  address = {London},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/chap_Witten-et-al_Windows.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/chap_Witten-et-al_Windows.pdf}
}
@inproceedings{SchmidbergerF05,
  author = {Gabi Schmidberger and
               Eibe Frank},
  title = {Unsupervised Discretization Using Tree-Based Density Estimation.},
  booktitle = {Proc 9th European
               Conference on Principles and Practice of Knowledge Discovery
               in Databases},
  series = {Porto, Portugal},
  year = {2005},
  pages = {240-251},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/schmidberger_and_frank_cr.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/schmidberger_and_frank_cr.pdf}
}
@inproceedings{DongFK05,
  author = {Lin Dong and
               Eibe Frank and
               Stefan Kramer},
  title = {Ensembles of Balanced Nested Dichotomies for Multi-class
               Problems.},
  booktitle = {Proc 9th European
               Conference on Principles and Practice of Knowledge Discovery
               in Databases},
  series = {Porto, Portugal},
  year = {2005},
  pages = {84-95},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/dong_et_al_cr.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/dong_et_al_cr.pdf}
}
@inproceedings{SumnerFH05,
  author = {Marc Sumner and
               Eibe Frank and
               Mark A. Hall},
  title = {Speeding Up Logistic Model Tree Induction.},
  booktitle = {Proc 9th European
               Conference on Principles and Practice of Knowledge Discovery
               in Databases},
  series = {Porto, Portugal},
  year = {2005},
  pages = {675-683},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/SumnerFrankHallCameraReady.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/SumnerFrankHallCameraReady.pdf}
}
@book{witten00:_data_minin,
  author = {Ian H. Witten and Eibe Frank},
  title = {Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations},
  publisher = {Morgan Kaufmann},
  year = 2000,
  address = {San Francisco},
  http = {http://www.cs.waikato.ac.nz/~ml/weka/book.html}
}
@inproceedings{ReutemannPF04,
  author = {Peter Reutemann and
               Bernhard Pfahringer and
               Eibe Frank},
  title = {A Toolbox for Learning from Relational Data with Propositional
               and Multi-instance Learners.},
  booktitle = {Proc 17th Australian Joint Conference on Artificial Intelligence},
  year = {2004},
  pages = {1017-1023},
  series = {Cairns, Australia},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/reutemann_et_al.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/reutemann_et_al.pdf}
}
@inproceedings{KibriyaFPH04,
  author = {Ashraf M. Kibriya and
               Eibe Frank and
               Bernhard Pfahringer and
               Geoffrey Holmes},
  title = {Multinomial Naive {B}ayes for Text Categorization Revisited.},
  booktitle = {Proc 17th Australian Joint Conference on Artificial Intelligence},
  year = {2004},
  pages = {488-499},
  series = {Cairns, Australia},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/kibriya_et_al_cr.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/kibriya_et_al_cr.pdf}
}
@inproceedings{MutterHF04,
  author = {Stefan Mutter and
               Mark Hall and
               Eibe Frank},
  title = {Using Classification to Evaluate the Output of Confidence-Based
               Association Rule Mining.},
  booktitle = {Proc 17th Australian Joint Conference on Artificial Intelligence},
  year = {2004},
  pages = {538-549},
  series = {Cairns, Australia},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/mutter_et_al.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/mutter_et_al.pdf}
}
@inproceedings{frank04:_ensem,
  author = {Eibe Frank and Stefan Kramer},
  title = {Ensembles of nested dichotomies for multi-class problems},
  booktitle = {Proc 21st International Conference on Machine Learning},
  series = {Banff, Canada},
  pages = {305-312},
  year = 2004,
  publisher = {ACM Press},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank_and_kramer_cr_updated_copyright_info.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank_and_kramer_cr_updated_copyright_info.pdf}
}
@inproceedings{XuF04,
  author = {Xin Xu and
               Eibe Frank},
  title = {Logistic Regression and Boosting for Labeled Bags of Instances.},
  booktitle = {Proc 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  series = {Sydney, Australia},
  publisher = {Springer},
  year = {2004},
  pages = {272-281},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/xu_and_frank.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/xu_and_frank.pdf}
}
@inproceedings{BouckaertF04,
  author = {Remco R. Bouckaert and
               Eibe Frank},
  title = {Evaluating the Replicability of Significance Tests for Comparing
               Learning Algorithms.},
  booktitle = {Proc 8th Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  series = {Sydney, Australia},
  publisher = {Springer},
  year = {2004},
  pages = {3-12},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/bouckaert_and_frank.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/bouckaert_and_frank.pdf}
}
@article{FrankHTHW04,
  author = {Eibe Frank and
               Mark Hall and
               Leonard E. Trigg and
               Geoffrey Holmes and
               Ian H. Witten},
  title = {Data mining in bioinformatics using {W}eka.},
  journal = {Bioinformatics},
  volume = {20},
  number = {15},
  year = {2004},
  pages = {2479-2481},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank-etal-bioinformatics.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank-etal-bioinformatics.pdf}
}
@article{FrankP04,
  author = {Eibe Frank and
               Gordon W. Paynter},
  title = {Predicting Library of Congress classifications from Library
               of Congress subject headings.},
  journal = {JASIST},
  volume = {55},
  number = {3},
  year = {2004},
  pages = {214-227},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank-Paynter-2004-JASIST-preprint.pdf}
}
@inproceedings{LandwehrHF03,
  author = {Niels Landwehr and
               Mark Hall and
               Eibe Frank},
  title = {Logistic Model Trees.},
  booktitle = {Proc 14th European Conference on
               Machine Learning},
  publisher = {Springer},
  series = {Cavtat-Dubrovnik, Croatia},
  year = {2003},
  pages = {241-252},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/LandwehrHallFrankCameraReady.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/LandwehrHallFrankCameraReady.pdf}
}
@inproceedings{WeidmannFP03,
  author = {Nils Weidmann and
               Eibe Frank and
               Bernhard Pfahringer},
  title = {A Two-Level Learning Method for Generalized Multi-instance
               Problems.},
  booktitle = {Proc 14th European Conference on
               Machine Learning},
  publisher = {Springer},
  series = {Cavtat-Dubrovnik, Croatia},
  year = {2003},
  pages = {468-479},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/weidmann_et_al.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/weidmann_et_al.pdf}
}
@inproceedings{FrankH03,
  author = {Eibe Frank and
               Mark Hall},
  title = {Visualizing Class Probability Estimators.},
  booktitle = {Proc 7th European
               Conference on Principles and Practice of Knowledge Discovery
               in Databases},
  year = {2003},
  pages = {168-179},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank_and_hall_pkdd_03.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/frank_and_hall_pkdd_03.pdf},
  publisher = {Springer}
}
@inproceedings{FrankHP03,
  author = {Eibe Frank and
               Mark Hall and
               Bernhard Pfahringer},
  title = {Locally Weighted Naive {B}ayes.},
  booktitle = {Proc 19th Conference in Uncertainty
               in Artificial Intelligence},
  year = {2003},
  pages = {249-256},
  publisher = {Morgan Kaufmann},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/UAI_200.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/UAI_200.pdf},
  series = {Acapulco, Mexico}
}
@techreport{frank03:_apply_propos_learn_algor_multi,
  author = {Eibe Frank and Xin Xu},
  title = {Applying Propositional Learning Algorithms to Multi-instance data},
  institution = {Department of Computer Science, University of Waikato},
  year = 2003,
  number = {06/03},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/PMI_working_paper.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/PMI_working_paper.pdf}
}
@article{kramer02:_fragm_gener_suppor_vector_machin_induc_sars,
  author = {Stefan Kramer and Eibe Frank and Christoph Helma},
  title = {Fragment Generation and Support Vector Machines for Inducing {SAR}s.},
  journal = {SAR and QSAR in Environmental Research},
  year = 2002,
  volume = 13,
  number = 5,
  pages = {509-523},
  http = {http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?cmd=Retrieve&db=PubMed&list_uids=12442768&dopt=Abstract}
}
@inproceedings{FrankHKH02,
  author = {Eibe Frank and
               Geoffrey Holmes and
               Richard Kirkby and
               Mark Hall},
  title = {Racing Committees for Large Datasets.},
  booktitle = {Proc 5th International Conference on Discovery Science},
  year = {2002},
  pages = {153-164},
  publisher = {Springer},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_et_al_DS_2002.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_et_al_DS_2002.pdf}
}
@inproceedings{HolmesPKFH02,
  author = {Geoffrey Holmes and
               Bernhard Pfahringer and
               Richard Kirkby and
               Eibe Frank and
               Mark Hall},
  title = {Multiclass Alternating Decision Trees.},
  booktitle = {Proc 13th European Conference on
               Machine Learning},
  year = {2002},
  pages = {161-172},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/ecml2002.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ecml2002.pdf},
  publisher = {Springer},
  series = {Helsinki, Finland}
}
@techreport{frank01:_simpl_approac_ordin_class,
  author = {Eibe Frank and Mark Hall},
  title = {A Simple Approach to Ordinal Classification},
  institution = {Department of Computer Science, University of Waikato},
  year = 2001,
  number = {01/05},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/ordinal_tech_report.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ordinal_tech_report.pdf}
}
@inproceedings{FrankH01,
  author = {Eibe Frank and
               Mark Hall},
  title = {A Simple Approach to Ordinal Classification.},
  booktitle = {Proc 12th European Conference on
               Machine Learning},
  year = {2001},
  pages = {145-156},
  publisher = {Springer},
  series = {Freiburg, Germany},
  note = {Note: there is a small bug in the description of the algorithm. Please consult \cite{frank01:_simpl_approac_ordin_class} instead.}
}
@inproceedings{TurpinFHWJ01,
  author = {Andrew Turpin and
               Eibe Frank and
               Mark Hall and
               Ian H. Witten and
               Chris A. Johnson},
  title = {Determining Progression in Glaucoma Using Visual Fields.},
  booktitle = {Proc 5th Pacific-Asia
               Conference on Knowledge Discovery and Data Mining},
  year = {2001},
  pages = {136-147},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/glaucoma.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/glaucoma.pdf},
  publisher = {Springer},
  series = {Hong Kong, China}
}
@article{WareFHHW01,
  author = {Malcolm Ware and
               Eibe Frank and
               Geoffrey Holmes and
               Mark Hall and
               Ian H. Witten},
  title = {Interactive machine learning: letting users build classifiers.},
  journal = {Int. J. Hum.-Comput. Stud.},
  volume = {55},
  number = {3},
  year = {2001},
  pages = {281-292},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/Ware_et_al_IJHCS.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Ware_et_al_IJHCS.pdf}
}
@techreport{eibe00:_text_categ_using_compr_model,
  author = {Eibe Frank, Chang Chui and Ian H. Witten},
  title = {Text Categorization Using Compression Models.},
  institution = {Department of Computer Science, University of Waikato},
  year = 2000,
  number = {00/02},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_categorization.full.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_categorization.full.pdf}
}
@inproceedings{FrankCW00,
  author = {Eibe Frank and
               Chang Chui and
               Ian H. Witten},
  title = {Text Categorization Using Compression Models.},
  booktitle = {Data Compression Conference},
  year = {2000},
  pages = {555},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_categorization.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Frank_categorization.pdf},
  publisher = {IEEE Computer Society},
  series = {Snowbird, Utah},
  note = {Note: abstract only. Full paper is available as \cite{eibe00:_text_categ_using_compr_model}.}
}
@inproceedings{KramerF00,
  author = {Stefan Kramer and
               Eibe Frank},
  title = {Bottom-Up Propositionalization.},
  booktitle = {Proc Work-in-progress reports of the 10th International Conference on 
               Inductive Logic Programming},
  year = {2000},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/kramer-frank.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/kramer-frank.pdf},
  publisher = {CEUR-WS.org}
}
@phdthesis{frank00:_prunin_decis_trees_lists,
  author = {Eibe Frank},
  title = {Pruning Decision Trees and Lists},
  school = {Department of Computer Science, University of Waikato},
  year = 2000,
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/thesis.final.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/thesis.final.pdf}
}
@article{FrankTHW00,
  author = {Eibe Frank and
               Leonard E. Trigg and
               Geoffrey Holmes and
               Ian H. Witten},
  title = {Naive {B}ayes for Regression (Technical Note).},
  journal = {Machine Learning},
  volume = {41},
  number = {1},
  year = {2000},
  pages = {5-25},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/nbr.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/nbr.pdf}
}
@article{gutwin99:_improv_brows_digit_librar_keyph_index,
  author = {Carl Gutwin and Gordon W. Paynter and Ian H. Witten and
                  Craig G. Nevill-Manning and Eibe Frank},
  title = {Improving Browsing in Digital Libraries with Keyphrase Indexes},
  journal = {Decision Support Systems},
  year = 1999,
  volume = 27,
  number = {1/2},
  pages = {81-104},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/keyphind-jdss.ps.gz}
}
@inproceedings{cunningham99:_market_basket_analy_librar_circul_data,
  author = {Sally Jo Cunningham and Eibe Frank},
  title = {Market Basket Analysis of Library Circulation Data},
  booktitle = {Proc 6th International Conference on Neural Information Processing},
  pages = {825-830},
  year = 1999,
  series = {Perth, Australia},
  publisher = {IEEE Service Center},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/SJ-EF-Market-Basket.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/SJ-EF-Market-Basket.pdf}
}
@inproceedings{WittenPFGN99,
  author = {Ian H. Witten and
               Gordon W. Paynter and
               Eibe Frank and
               Carl Gutwin and
               Craig G. Nevill-Manning},
  title = {{KEA}: Practical Automatic Keyphrase Extraction.},
  booktitle = {Proc 4th ACM conference on Digital Libraries},
  year = {1999},
  pages = {254-255},
  publisher = {ACM},
  series = {Berkeley, CA},
  http = {http://portal.acm.org/citation.cfm?doid=313238.313437}
}
@inproceedings{HolmesHF99,
  author = {Geoffrey Holmes and
               Mark Hall and
               Eibe Frank},
  title = {Generating Rule Sets from Model Trees.},
  booktitle = {Proc 12th Australian Joint Conference on Artificial Intelligence},
  year = {1999},
  pages = {1-12},
  publisher = {Springer},
  series = {Sydney, Australia},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/ajc.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ajc.pdf}
}
@inproceedings{FrankW99,
  author = {Eibe Frank and
               Ian H. Witten},
  title = {Making Better Use of Global Discretization.},
  booktitle = {Proc 16th International Conference on Machine Learning},
  year = {1999},
  pages = {115-123},
  publisher = {Morgan Kaufmann},
  series = {Bled, Slovenia},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/p011.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/p011.pdf}
}
@inproceedings{FrankPWGN99,
  author = {Eibe Frank and
               Gordon W. Paynter and
               Ian H. Witten and
               Carl Gutwin and
               Craig G. Nevill-Manning},
  title = {Domain-Specific Keyphrase Extraction.},
  booktitle = {Proc 16th International Joint Conference on Artificial Intelligence},
  year = {1999},
  pages = {668-673},
  publisher = {Morgan Kaufmann},
  series = {Stockholm, Sweden},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/Z507.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Z507.pdf}
}
@inproceedings{FrankW98,
  author = {Eibe Frank and
               Ian H. Witten},
  title = {Generating Accurate Rule Sets Without Global Optimization.},
  booktitle = {Proc 15th International Conference on Machine Learning},
  year = {1998},
  pages = {144-151},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/ML98-57.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ML98-57.pdf},
  series = {Madison, Wisconsin},
  publisher = {Morgan Kaufmann}
}
@inproceedings{FrankW98a,
  author = {Eibe Frank and
               Ian H. Witten},
  title = {Using a Permutation Test for Attribute Selection in Decision
               Trees.},
  booktitle = {Proc 15th International Conference on Machine Learning},
  year = {1998},
  pages = {152-160},
  publisher = {Morgan Kaufmann},
  series = {Madison, Wisconsin},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/ML98-58.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ML98-58.pdf}
}
@article{FrankWIHW98,
  author = {Eibe Frank and
               Yong Wang and
               Stuart Inglis and
               Geoffrey Holmes and
               Ian H. Witten},
  title = {Using Model Trees for Classification.},
  journal = {Machine Learning},
  volume = {32},
  number = {1},
  year = {1998},
  pages = {63-76},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/m5class.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/m5class.pdf}
}
@inproceedings{ian99:_weka,
  author = {Ian H. Witten and Eibe Frank and Len Trigg and Mark Hall and Geoffrey Holmes and Sally Jo Cunningham},
  title = {Weka: Practical Machine Learning Tools and Techniques with {J}ava Implementations},
  booktitle = {Proceedings of the {ICONIP/ANZIIS/ANNES}'99 Workshop on Emerging Knowledge Engineering and Connectionist-Based Information Systems},
  pages = {192-196},
  year = 1999,
  editor = {Nikola Kasabov and Kitty Ko},
  note = {Dunedin, New Zealand},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/99IHW-EF-LT-MH-GH-SJC-Tools-Java.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/99IHW-EF-LT-MH-GH-SJC-Tools-Java.pdf}
}
@techreport{frank96:_selec_multiw_split_decis_trees,
  author = {Eibe Frank and Ian H. Witten},
  title = {Selecting Multiway Splits in Decision Trees.},
  institution = {Department of Computer Science, University of Waikato},
  year = 1996,
  number = {96/31},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/multiway.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/multiway.pdf}
}
@inproceedings{frank96:_activ_learn_soft_rules_system_model,
  author = {Eibe Frank and Klaus-Peter Huber},
  title = {Active Learning of Soft Rules for System Modelling},
  booktitle = {Proc 2nd European Congress on Intelligent Techniques and Soft Computing},
  pages = {1430-1434},
  year = 1996,
  series = {Aachen, Germany},
  address = {Aachen},
  publisher = {Verlag Mainz},
  ps = {http://www.cs.waikato.ac.nz/~eibe/pubs/eufit96.eibe.paper.ps.gz},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/eufit96.eibe.paper.pdf}
}

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