eibe_publications.bib

@article{cassidy21:_dfuc_datas,
  author = {Bill Cassidy and Neil D. Reeves and Joseph M. Pappachan and David Gillespie and Claire O'Shea and Satyan Rajbhandari and Arun G. Maiya and Eibe Frank and Andrew J. M. Boulton and David G. Armstrong and Bijan Najafi and Justina Wu and Rupinder Singh Kochhar and Moi Hoon Yap},
  title = {The DFUC 2020 Dataset: Analysis Towards Diabetic Foot Ulcer Detection},
  journal = {touchREVIEWS in Endocrinology},
  year = 2021,
  volume = 17,
  number = 1,
  pages = {5--11},
  url = {https://doi.org/10.17925/EE.2021.17.1.5}
}
@article{yap21:_deep_learn_diabet_foot_ulcer_detec,
  author = {Moi Hoon Yap and Ryo Hachiuma and Azadeh Alavi and Raphael Br{\"u}ngel and Bill Cassidy and Manu Goyal and Hongtao Zhu and Johannes R{\"u}ckert and Moshe Olshansky and Xiao Huang and Hideo Saito and Saeed Hassanpour and Christoph M. Friedrich and David Ascher and Anping Song and Hiroki Kajita and David Gillespie and Neil D. Reeves and Joseph Pappachan and Claire O'Shea and Eibe Frank},
  title = {Deep Learning in Diabetic Foot Ulcers Detection: A Comprehensive Evaluation},
  journal = {Computers in Biology and Medicine},
  year = 2021,
  url = {https://doi.org/10.1016/j.compbiomed.2021.104596}
}
@inproceedings{jia21:_study_exploit_relat_between_model,
  author = {Yunzhe Jia and Eibe Frank and Bernhard Pfahringer and Albert Bifet and Nick Lim},
  title = {Studying and Exploiting the Relationship Between Model Accuracy and Explanation Quality},
  booktitle = {Proc 25nd European Conference on Principles and Practice of Knowledge Discovery in Databases and 29th European Conference on Machine Learning},
  year = 2021,
  series = {Bilbao, Basque Country, Spain},
  publisher = {Springer},
  url = {http://www.cs.waikato.ac.nz/~eibe/pubs/sub_624.pdf}
}
@article{mitchell21:_empir_study_momen_estim_quant_approx,
  author = {Rory Mitchell and Eibe Frank and Geoffrey Holmes},
  title = {An Empirical Study of Moment Estimators for Quantile Approximation},
  journal = {ACM Transactions on Database Systems},
  year = 2021,
  volume = 46,
  number = 1,
  pages = {3:1--3:21},
  url = {http://www.cs.waikato.ac.nz/~eibe/pubs/An_Empirical_Study_of_Moment_Estimators_for_Quantile_Approximation.pdf}
}
@article{read21:_class_chain,
  author = {Jesse Read and Bernhard Pfahringer and Geoffrey Holmes and Eibe Frank},
  title = {Classifier Chains: A Review and Perspectives},
  journal = {Journal of Artificial Intelligence Research},
  year = 2021,
  volume = 70,
  pages = {683--718},
  url = {https://www.jair.org/index.php/jair/article/view/12376}
}
@article{gouk21:_regul_lipsc,
  author = {Henry Gouk and
               Eibe Frank and
               Bernhard Pfahringer and
               Michael J. Cree},
  title = {Regularisation of neural networks by enforcing {L}ipschitz continuity},
  journal = {Machine Learning},
  volume = 110,
  number = 2,
  pages = {393--416},
  year = 2021,
  url = {https://doi.org/10.1007/s10994-020-05929-w}
}
@conference{sahito20:_trans_pretr_model_weigh_subst,
  author = {Attaullah Sahito and Eibe Frank and Bernhard Pfahringer},
  title = {Transfer of Pretrained Model Weights Substantially Improves Semi-Supervised Image Classification},
  booktitle = {Proc 33rd Australasian Joint Conference on Artificial Intelligence},
  year = 2020,
  series = {Canberra, Australia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Transfer_Learning_camera_ready.pdf}
}
@conference{wang20:_compar_machin_learn_method_cross,
  author = {Hongyu Wang and Henry Gouk and Eibe Frank and Bernhard Pfahringer and Michael Mayo},
  title = {A Comparison of Machine Learning Methods for Cross-Domain Few-Shot Learning},
  booktitle = {Proc 33rd Australasian Joint Conference on Artificial Intelligence},
  year = 2020,
  series = {Canberra, Australia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/AJCAI.pdf}
}
@conference{compton20:_embed_java_class,
  author = {Rhys Compton and Eibe Frank and Panos Patros and Abigail Koay},
  title = {Embedding Java Classes with code2vec: Improvements from Variable Obfuscation},
  booktitle = {Proc 17th International Conference on Mining Software Repositories},
  year = 2020,
  series = {Seoul, Republic of Korea},
  publisher = {ACM Press},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ObfuscatedCode2Vec.pdf}
}
@conference{montiel20:_adapt_xgboos_evolv_data_stream,
  author = {Jacob Montiel and Rory Mitchell and Eibe Frank and Bernhard Pfahringer and Talel Abdessalem and Albert Bifet},
  title = {Adaptive {XGBoost} for Evolving Data Streams},
  booktitle = {Proc International Joint Conference on Neural Networks},
  year = 2020,
  series = {Glasgow, UK},
  publisher = {IEEE},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/AdaptiveXGBoostForStreams.pdf}
}
@article{mayo20:_improv_naive_bayes_regres_optim,
  author = {Michael Mayo and Eibe Frank},
  title = {Improving Naive {B}ayes for Regression with Optimized Artificial Surrogate Data},
  journal = {Applied Artificial Intelligence},
  volume = 34,
  number = 6,
  pages = {484-514},
  year = 2020,
  publisher = {Taylor & Francis},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/nbr_with_surrogate_data.pdf}
}
@conference{sahito19:_semi_learn_using_siames_networ,
  author = {Attaullah Sahito and Eibe Frank and Bernhard Pfahringer},
  title = {Semi-supervised Learning Using {Siamese} Networks},
  booktitle = {Proc 32nd Australasian Joint Conference on Artificial Intelligence},
  pages = {586--597},
  year = 2019,
  series = {Adelaide, Australia},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/semi_supervised_siamese.pdf}
}
@inproceedings{pmlr-v101-gouk19a,
  title = {Stochastic Gradient Trees},
  author = {Gouk, Henry and Pfahringer, Bernhard and Frank, Eibe},
  booktitle = {Proc 11th Asian Conference on Machine Learning},
  pages = {1094--1109},
  year = {2019},
  series = {Nagoya, Japan},
  publisher = {PMLR},
  pdf = {http://proceedings.mlr.press/v101/gouk19a/gouk19a.pdf}
}
@article{bravo-marquez19:_affec,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer and Saif M. Mohammad},
  title = {{AffectiveTweets}: a {Weka} Package for Analyzing Affect in Tweets},
  journal = {Journal of Machine Learning Research},
  year = 2019,
  volume = 20,
  number = 92,
  pages = {1--6},
  pdf = {http://jmlr.org/papers/volume20/18-450/18-450.pdf}
}
@article{lang19:_wekad,
  author = {Steven Lang and Felipe Bravo-Marquez and Christopher Beckham and Mark Hall and Eibe Frank},
  title = {Weka{D}eeplearning4j: a Deep Learning Package for {Weka} based on {DeepLearning4j}},
  journal = {Knowledge-Based Systems},
  year = 2019,
  volume = 178,
  page = {48--50},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/WDL4J_KBS2019.pdf}
}
@inproceedings{leathart19:_calib_of_nested_dichot,
  author = {Tim Leathart and Eibe Frank and Bernhard Pfahringer and Geoffrey Holmes},
  title = {On Calibration of Nested Dichotomies},
  booktitle = {Proc 23rd Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  pages = {69--80},
  year = 2019,
  series = {Macau, China},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/on-calibration-of-nested-dichotomies.pdf}
}
@inproceedings{leathart19:_ensem_of_nested_dichot_with,
  author = {Tim Leathart and Eibe Frank and Bernhard Pfahringer and Geoffrey Holmes},
  title = {Ensembles of Nested Dichotomies with Multiple Subset Evaluation},
  booktitle = {Proc 23rd Pacific-Asia Conference on Knowledge Discovery and Data Mining},
  pages = {81--93},
  year = 2019,
  series = {Macau, China},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/multisubset.pdf},
  annote = {http://www.cs.waikato.ac.nz/~eibe/pubs/multisubset-supplementary.pdf}
}
@inproceedings{coup19:_domain_specif_trans_learn_using,
  author = {Sheldon Coup and Varvara Vetrova and Rachael Tappenden},
  title = {Domain Specific Transfer Learning Using Image Mixing and Stochastic Image Selection},
  booktitle = {Proc 6th Workshop on Fine-Grained Visual Categorization, Computer Vision and Pattern Recognition Conference},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/transfer_learning_image_mixing.pdf},
  series = {Long Beach, CA},
  year = 2019
}
@inproceedings{gouk18:_maxgain,
  author = {Henry Gouk and
               Bernhard Pfahringer and
               Eibe Frank and
               Michael J. Cree},
  title = {Max{G}ain: Regularisation of Neural Networks by Constraining Activation
               Magnitudes},
  booktitle = {Proc 22nd European Conference on Principles and Practice of Knowledge Discovery in Databases and 29th European Conference on Machine Learning},
  pages = {541--556},
  year = 2018,
  series = {Dublin, Ireland},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/MaxGain.pdf}
}
@article{bravo-marquez18:_trans_sentim_knowl_between_words_and_tweet,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer},
  title = {Transferring sentiment knowledge between words and tweets},
  journal = {Web Intelligence},
  year = 2018,
  volume = 16,
  number = 4,
  pages = {203--220},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/wij2018.pdf}
}
@inproceedings{vetrova18:_hidden_featur,
  author = {Varvara Vetrova and Sheldon Coup and Eibe Frank and Michael J. Cree},
  title = {Hidden features: Experiments with feature transfer for fine-grained multi-class and one-class image categorization},
  booktitle = {Proc 33rd International Conference on Image and Vision Computing New Zealand },
  year = 2018,
  publisher = {IEEE CPS},
  pages = {1--6},
  series = {Auckland, New Zealand},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/IVCNZ_paper_IEEEXplore_approved_most_recent_final.pdf}
}
@article{muraoka18:_data_minin_approac_to_evaluat,
  author = {Kohji Muraoka and Paul Hanson and Eibe Frank and Meilan Jiang and Kenneth Chiu and David Hamilton},
  title = {A data mining approach to evaluate suitability of dissolved oxygen sensor observations for lake metabolism analysis},
  journal = {Limnology and Oceanography: Methods},
  year = 2018,
  volume = 16,
  number = 11,
  pages = {787--801},
  pdf = {https://aslopubs.onlinelibrary.wiley.com/doi/pdf/10.1002/lom3.10283}
}
@inproceedings{vetrova18:_differ_in_detail,
  author = {Varvara Vetrova and Sheldon Coup and Eibe Frank and Michael Cree},
  title = {Difference in details: transfer learning case study of "cryptic" plants and moths},
  booktitle = {The 5th Workshop on Fine-Grained Visual Categorization held in conjunction with CVPR 2018},
  year = 2018,
  address = {Salt Lake City, UT},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/difference-details-transfer.pdf}
}
@inproceedings{gurulian18:_good_vibrat,
  author = {Iakovos Gurulian and Konstantinos Markantonakis and Eibe Frank and Raja Naeem Akram},
  title = {Good Vibrations: Artificial Ambience-Based Relay Attack Detection},
  booktitle = {Proc 17th IEEE International Conference on Trust, Security and Privacy in Computing and Communications},
  year = 2018,
  series = {New York, US},
  publisher = {IEEE},
  pages = {481--489},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/good-vibrations-artificial.pdf}
}
@inproceedings{leathart17:_probab_calib_trees,
  author = {Tim Leathart and Eibe Frank and Geoffrey Holmes and Bernhard Pfahringer},
  title = {Probability Calibration Trees},
  booktitle = {Proc 9th Asian Conference on Machine Learning},
  pages = {145--160},
  year = 2017,
  series = {Seoul, Korea},
  publisher = {Proceedings of Machine Learning Research},
  pdf = {http://proceedings.mlr.press/v77/leathart17a/leathart17a.pdf}
}
@inproceedings{branco17:_learn_throug_utilit_optim_in_regres_tasks,
  author = {Paula Branco and Lu{\'{\i}}s Torgo and Rita P. Ribeiro and Eibe Frank and Bernhard Pfahringer and Markus Michael Rau},
  title = {Learning Through Utility Optimization in Regression Tasks},
  booktitle = {Proc 4th IEEE International Conference on Data Science and Advanced Analytics},
  year = 2017,
  series = {Tokyo, Japan},
  publisher = {IEEE},
  pages = {30--39},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/Utility_Optimization_DSAA17Copyright.pdf}
}
@article{geilke17:_onlin_estim_of_discr_contin,
  author = {Michael Geilke and Andreas Karwath and Eibe Frank and Stefan Kramer},
  title = {Online estimation of discrete, continuous, and conditional joint densities using classifier chains},
  journal = {Data Mining and Knowledge Discovery},
  year = 2017,
  volume = 32,
  number = 3,
  pages = {561--603},
  pdf = {http://em.rdcu.be/wf/click?upn=KP7O1RED-2BlD0F9LDqGVeSJfjQ-2FNjUWKqFf9ptHCS3ic-3D_hbNl33h4MUjROltBqZcQP2xrOyNoYWgVukrnjKiZL-2FlLkymfHB4nYN-2F2VGZmg3s13iyg-2BnJ9PaMGJ1b7DIqF2yAy5H8yaQggp7iTSq0iXph2ULpWUIcZJkBi8DyQ8e3dDmcqbjZLqTiY4G32oQsbs9N4mrhUCdNp3Qah9aM3Y-2FgcVqnw4-2B0iwP-2FFjEiqa0FRzGaUI65rAPCOVuxT56gyiBaYzpzkMS1RicigZB7VyeANsgR1YFya-2Fs61vhM3NNdUBlmaLlZc4R4qhFhvLYenTg-3D-3D}
}
@inproceedings{gurulian17:_proxim_assur_based_natur_and,
  author = {Iakovos Gurulian and Konstantinos Markantonakis and Carlton Shepherd and Eibe Frank and Raja Naeem Akram},
  title = {Proximity Assurances Based on Natural and Artificial Ambient Environments},
  booktitle = {Proc 10th International Conference on Information Technology and Communications Security},
  pages = {83--103},
  year = 2017,
  series = {Bucharest, Romania},
  publisher = {Springer},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/proximity_assurances.pdf}
}
@article{mitchell17:_accel_xgboos_algor_using_gpu_comput,
  author = {Rory Mitchell and Eibe Frank},
  title = {Accelerating the {XGBoost} algorithm using {GPU} computing},
  journal = {PeerJ Computer Science},
  year = 2017,
  volume = 3,
  number = {e127},
  http = {https://doi.org/10.7717/peerj-cs.127}
}
@inproceedings{mo17:_large_scale_autom_species_ident,
  author = {Jeff Mo and Eibe Frank and Varvara Vetrova},
  title = {Large-scale automatic species identification},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/large-scale-automatic.pdf},
  booktitle = {Proc 30th Australasian Joint Conference on Artificial Intelligence},
  year = 2017,
  pages = {301-312},
  series = {Melbourne, Australia},
  publisher = {Springer}
}
@inproceedings{gurulian17:_effec_of_ambien_sensin_for,
  author = {Iakovos Gurulian and Carlton Shepherd and Eibe Frank and Konstantinos Markantonakis and Raja Naeem Akram and Keith Mayes},
  title = {On the Effectiveness of Ambient Sensing for Detecting {NFC} Relay Attacks},
  booktitle = {Proc 16th IEEE International Conference on Trust, Security and Privacy in Computing and Communications},
  year = 2017,
  pages = {41--49},
  series = {Sydney, Australia},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/PID4857507.pdf},
  publisher = {IEEE}
}
@inproceedings{gurulian17:_applic_of_ambien_sensor_as,
  author = {Carlton Shepherd and Iakovos Gurulian and Konstantinos Markantonakis and Eibe Frank and Raja Naeem Akram and Emmanouil Panaousis and Keith Mayes },
  title = {The Applicability of Ambient Sensors as Proximity Evidence for {NFC} Transactions},
  booktitle = {Proc 6th Workshop on Mobile Security Technologies (MoST)},
  year = 2017,
  series = {San Jose, United States},
  pages = {179--188},
  publisher = {IEEE Computer Society's Technical Committee on Security and Privacy},
  http = {http://www.ieee-security.org/TC/SPW2017/MoST/proceedings/Shepherd_MoST17.pdf}
}
@misc{frank16:_weka_workb,
  author = {Eibe Frank and Mark A. Hall and Ian H. Witten},
  title = {The {WEKA} Workbench},
  howpublished = {Online Appendix for "Data Mining: Practical Machine Learning Tools and Techniques", Morgan Kaufmann, Fourth Edition},
  year = 2016,
  http = {http://www.cs.waikato.ac.nz/ml/weka/Witten_et_al_2016_appendix.pdf}
}
@book{witten16:_data_minin,
  author = {Ian H. Witten and Eibe Frank and Mark A. Hall and Christopher J. Pal},
  title = {Data Mining: Practical Machine Learning Tools and Techniques},
  publisher = {Morgan Kaufmann},
  year = 2016,
  address = {Burlington, MA},
  edition = 4,
  http = {http://www.cs.waikato.ac.nz/~ml/weka/book.html}
}
@article{beckham16:_wekap,
  author = {Christopher Beckham and Mark Hall and Eibe Frank},
  title = {Weka{P}y{S}cript: Classification, Regression, and Filter Schemes for {WEKA} Implemented in {P}ython},
  journal = {Journal of Open Research Software},
  year = 2016,
  volume = 4,
  number = 1,
  pages = {e33},
  url = {http://doi.org/10.5334/jors.108}
}
@inproceedings{bravo-marquez16:_from_opinion_lexic_to_sentim,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer},
  title = {From opinion lexicons to sentiment classification of tweets and vice versa: a transfer learning approach},
  booktitle = {Proc 15th IEEE/WIC/ACM International Conference on Web Intelligence},
  year = 2016,
  series = {Omaha, Nebraska},
  publisher = {IEEE Computer Society},
  pages = {145--152},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/transfer_wi.pdf}
}
@inproceedings{bravo-marquez16:_deter_word_emotion_assoc_from,
  author = {Felipe Bravo-Marquez and Eibe Frank and Saif M. Mohammad and Bernhard Pfahringer},
  title = {Determining Word-Emotion Associations from Tweets by Multi-Label Classification},
  booktitle = {Proc 15th IEEE/WIC/ACM International Conference on Web Intelligence},
  year = 2016,
  series = {Omaha, Nebraska},
  publisher = {IEEE Computer Society},
  pages = {536--539},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/emo_lex_wi.pdf}
}
@inproceedings{leathart16:_build_ensem_of_adapt_nested,
  author = {Tim Leathart and Bernhard Pfahringer and Eibe Frank},
  title = {Building Ensembles of Adaptive Nested Dichotomies with Random-Pair Selection},
  booktitle = {Proc 20th European Conference on Principles and Practice of Knowledge Discovery in Databases and 27th European Conference on Machine Learning},
  year = 2016,
  series = {Riva del Garda, Italy},
  publisher = {Springer},
  pages = {179--194},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/adaptive nested dichotomies.pdf}
}
@inproceedings{bravo-marquez16:_annot_sampl_averag_asa,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer},
  title = {Annotate-Sample-Average ({ASA}): A New Distant Supervision Approach for {T}witter Sentiment Analysis},
  booktitle = {Proc 22nd European Conference on Artificial Intelligence},
  year = 2016,
  series = {The Hague, Netherlands},
  publisher = {IOS Press},
  pages = {498–-506},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/asa_paper.pdf}
}
@article{bravo-marquez16:_build_twitt_opinion_lexic_from,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer},
  title = {Building a {T}witter Opinion Lexicon from Automatically-annotated Tweets},
  journal = {Knowledge-Based Systems},
  year = 2016,
  volume = {108},
  pages = {65--78},
  url = {http://www.cs.waikato.ac.nz/~eibe/pubs/kbs.pdf}
}
@inbook{smith16:_statis_genom,
  author = {Tony C. Smith and Eibe Frank},
  title = {Statistical Genomics: Methods and Protocols},
  chapter = {Introducing Machine Learning Concepts with WEKA},
  year = 2016,
  publisher = {Springer},
  address = {New York, NY},
  pages = {353--378},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/SmithFrankWEKAchapter2015withRefs.pdf}
}
@article{rau15:_accur_photom_redsh_probab_densit,
  author = {Markus Michael Rau and Stella Seitz and Fabrice Brimioulle and Eibe Frank and Oliver Friedrich and Daniel Gruen and Ben Hoyle},
  title = {Accurate photometric redshift probability density estimation - method comparison and application},
  journal = {Monthly Notices of the Royal Astronomical Society},
  pages = {3710-3725},
  volume = 452,
  number = 4,
  year = 2015,
  url = {https://doi.org/10.1093/mnras/stv1567}
}
@inproceedings{bravo-marquez15:_from_unlab_tweet_to_twitt,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer},
  title = {From unlabelled tweets to {T}witter-specific opinion words},
  booktitle = {Proc 38th Annual ACM SIGIR Conference},
  year = 2015,
  series = {Santiago de Chile, Chile},
  publisher = {ACM Press},
  pages = {743--746},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/sigir.pdf}
}
@inproceedings{bravo-marquez15:_posit_negat_or_neutr,
  author = {Felipe Bravo-Marquez and Eibe Frank and Bernhard Pfahringer},
  title = {Positive, Negative, or Neutral: Learning an Expanded Opinion Lexicon from Emoticon-annotated Tweets},
  booktitle = {Proc 23rd International Joint Conference on Artificial Intelligence},
  year = 2015,
  series = {Buenos Aires, Argentina},
  publisher = {IJCAI/AAAI},
  pages = {1229--1235},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/ijcai15.pdf}
}
@inproceedings{frank15:_alter_model_trees,
  author = {Eibe Frank and Michael Mayo and Stefan Kramer},
  title = {Alternating Model Trees},
  booktitle = {Proc 30th ACM Symposium on Applied Computing, Data Mining Track},
  publisher = {ACM Press},
  year = 2015,
  pages = {871--878},
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/alternating_model_trees_sac.pdf}
}
@article{harris14:_dna_methy_assoc_colon_mucos,
  author = {R Alan Harris and Dorottya Nagy-Szakal and Sabina AV Mir and Eibe Frank and Reka Szigeti and Jess L Kaplan and Jiri Bronsky and Antone Opekun and George D Ferry and Harland Winter and Richard Kellermayer},
  title = {{DNA} methylation-associated colonic mucosal immune and defense responses in treatment-na{\"i}ve pediatric ulcerative colitis},
  journal = {Epigenetics},
  year = 2014,
  volume = 9,
  number = 8,
  pages = {1131--1137},
  http = {http://dx.doi.org/10.4161/epi.29446}
}
@techreport{frank14:_fully_super_train_of_gauss,
  author = {Eibe Frank},
  title = {Fully Supervised Training of {G}aussian Radial Basis Function Networks in {WEKA}},
  institution = {Department of Computer Science, University of Waikato},
  number = {04/14},
  year = 2014,
  pdf = {http://www.cs.waikato.ac.nz/~eibe/pubs/rbf_networks_in_weka_description.pdf}
}
@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},
  pages = {191--200},
  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,
  volume = 96,
  issue = 11,
  pages = {7043--7053},
  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,
  pages = {535--542},
  volume = 17,
  number = 6,
  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},
  pages = {1593--1608},
  volume = 63,
  number = 8,
  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, Japan},
  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,
  pages = {1268--1273},
  publisher = {{AAAI} Press},
  series = {Atlanta, Georgia},
  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 = {Proc 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},
  series = {Singapore},
  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},
  series = {Thessaloniki, Greece},
  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},
  series = {Nashville, Tennessee},
  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 21st 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 21st 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 = {Journal of the Association for Information Science and Technology},
  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},
  series = {Cavtat-Dubrovnik, Croatia},
  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},
  series = {L{\"u}beck, Germany},
  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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