@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 Leonhard 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}
}
This file was generated by bibtex2html 1.92.