EF
Eibe Frank
cs.LGstat.MLcs.CVArtificial Intelligencecs.AIAlgorithmscs.DCDatabases, Factualmachine learningMachine learning
On Valency
published · living versionsW_tctyerpk·v1 · currentpublished
Preprints & journals
43 papers in the corpus · 1999–2026Experiments with optimal model trees.42336977 · Roselli, Sabino Francesco, Frank, Eibe2026 · 0 citationsScientific reports. 2026;16(1)
Geometric Coastline Localization using Vision-Language Models2606.10468v2 · Rafia Malik, Bernhard Pfahringer, Karin Bryan et al.2026 · 0 citationsarXiv
Policy Gradient with Adaptive Entropy Annealing for Continual Fine-Tuning2602.14078v1 · Yaqian Zhang, Bernhard Pfahringer, Eibe Frank et al.2026 · 0 citationsarXiv
Automatic species identification from images for Aotearoa.40756838 · Wang, Hongyu, Schlumbom, Paul, Frank, Eibe et al.2025 · 1 citationJournal of the Royal Society of New Zealand. 2025;55(6):2216-2232
Few-shot Classification as Multi-instance Verification: Effective Backbone-agnostic Transfer across Domains2507.00401v2 · Xin Xu, Eibe Frank, Geoffrey Holmes2025 · 0 citationsarXiv
Utilising Deep Learning to Elicit Expert Uncertainty2501.11813v1 · Julia R. Falconer, Eibe Frank, Devon L. L. Polaschek et al.2025 · 0 citationsarXiv
Multiple Instance Verification2407.06544v2 · Xin Xu, Eibe Frank, Geoffrey Holmes2024 · 0 citationsJournal of Machine Learning Research 26(188):1-46, 2025
Eliciting Informative Priors by Modelling Expert Decision Making2307.07098v1 · Julia R. Falconer, Eibe Frank, Devon L. L. Polaschek et al.2023 · 0 citationsarXiv
A simple but strong baseline for online continual learning: Repeated Augmented Rehearsal2209.13917v2 · Yaqian Zhang, Bernhard Pfahringer, Eibe Frank et al.2022 · 20 citationsarXiv
Showcasing the TAIAO project: providing resources for machine learning from images of New Zealand's natural environment.39439992 · Lim, Nick, Bifet, Albert, Bull, Daniel et al.2024 · 2 citationsJournal of the Royal Society of New Zealand. 2023;53(1):69-81
Feature Extractor Stacking for Cross-domain Few-shot Learning2205.05831v4 · Hongyu Wang, Eibe Frank, Bernhard Pfahringer et al.2022 · 3 citationsarXiv
Experiments in cross-domain few-shot learning for image classification.39439997 · Wang, Hongyu, Gouk, Henry, Fraser, Huon et al.2026 · 5 citationsJournal of the Royal Society of New Zealand. 2023;53(1):169-191
GPUTreeShap: massively parallel exact calculation of SHAP scores for tree ensembles.35494875 · Mitchell, Rory, Frank, Eibe, Holmes, Geoffrey2022 · 110 citationsPeerJ. Computer science. 2022;8:e880
Methods for Eliciting Informative Prior Distributions: A Critical Review2112.07090v2 · Julia R. Falconer, Eibe Frank, Devon L. L. Polaschek et al.2021 · 30 citationsarXiv
Hitting the Target: Stopping Active Learning at the Cost-Based Optimum2110.03802v2 · Zac Pullar-Strecker, Katharina Dost, Eibe Frank et al.2021 · 15 citationsarXiv
Better Self-training for Image Classification through Self-supervision2109.00778v2 · Attaullah Sahito, Eibe Frank, Bernhard Pfahringer2021 · 5 citationsarXiv
Semi-Supervised Learning using Siamese Networks2109.00794v2 · Attaullah Sahito, Eibe Frank, Bernhard Pfahringer2021 · 10 citationsIn AI 2019: Advances in Artificial Intelligence. AI 2019 . Lecture Notes in Computer Science, vol 11919. Springer, Cham
Deep learning in diabetic foot ulcers detection: A comprehensive evaluation.34247133 · Yap, Moi Hoon, Hachiuma, Ryo, Alavi, Azadeh et al.2021 · 178 citationsComputers in biology and medicine. 2021;135:104596
Bandwidth-Optimal Random Shuffling for GPUs2106.06161v2 · Rory Mitchell, Daniel Stokes, Eibe Frank et al.2021 · 6 citationsarXiv
Sampling Permutations for Shapley Value Estimation2104.12199v2 · Rory Mitchell, Joshua Cooper, Eibe Frank et al.2021 · 71 citationsarXiv
The DFUC 2020 Dataset: Analysis Towards Diabetic Foot Ulcer Detection.35118441 · Cassidy, Bill, Reeves, Neil D, Pappachan, Joseph M et al.2024 · 103 citationsTouchREVIEWS in endocrinology. 2021;17(1):5-11
Adaptive XGBoost for Evolving Data Streams2005.07353v1 · Jacob Montiel, Rory Mitchell, Eibe Frank et al.2020 · 62 citationsarXiv
Embedding Java Classes with code2vec: Improvements from Variable Obfuscation2004.02942v1 · Rhys Compton, Eibe Frank, Panos Patros et al.2020 · 61 citationsarXiv
Classifier Chains: A Review and Perspectives1912.13405v2 · Jesse Read, Bernhard Pfahringer, Geoff Holmes et al.2019 · 129 citationsJournal of Artificial Intelligence Research 70 (2021) 683-718
Stochastic Gradient Trees1901.07777v3 · Henry Gouk, Bernhard Pfahringer, Eibe Frank2019 · 9 citationsarXiv
Ensembles of Nested Dichotomies with Multiple Subset Evaluation1809.02740v2 · Tim Leathart, Eibe Frank, Bernhard Pfahringer et al.2018 · 8 citationsarXiv
On the Calibration of Nested Dichotomies for Large Multiclass Tasks1809.02744v3 · Tim Leathart, Eibe Frank, Bernhard Pfahringer et al.2018 · 0 citationsarXiv
Probability Calibration Trees1808.00111v2 · Tim Leathart, Eibe Frank, Geoffrey Holmes et al.2018 · 21 citationsLeathart, T., Frank, E., Holmes, G., & Pfahringer, B. (2017). Probability calibration trees. In Proceedings of the 9th Asian Conference on Machine Learning (pp. 145-160)
XGBoost: Scalable GPU Accelerated Learning1806.11248v1 · Rory Mitchell, Andrey Adinets, Thejaswi Rao et al.2018 · 38 citationsarXiv
MaxGain: Regularisation of Neural Networks by Constraining Activation Magnitudes1804.05965v2 · Henry Gouk, Bernhard Pfahringer, Eibe Frank et al.2018 · 4 citationsarXiv
Regularisation of Neural Networks by Enforcing Lipschitz Continuity1804.04368v3 · Henry Gouk, Eibe Frank, Bernhard Pfahringer et al.2018 · 148 citationsarXiv
Improving Naive Bayes for Regression with Optimised Artificial Surrogate Data1707.04943v3 · Michael Mayo, Eibe Frank2017 · 2 citationsarXiv
Building Ensembles of Adaptive Nested Dichotomies with Random-Pair Selection1604.01854v2 · Tim Leathart, Bernhard Pfahringer, Eibe Frank2016 · 19 citationsarXiv
Introducing Machine Learning Concepts with WEKA.27008023 · Smith, Tony C, Frank, Eibe2016 · 178 citationsMethods in molecular biology (Clifton, N.J.). 2016;1418:353-78
Accurate photometric redshift probability density estimation - method comparison and application1503.08215v2 · Markus Michael Rau, Stella Seitz, Fabrice Brimioulle et al.2015 · 59 citationsarXiv
DNA methylation-associated colonic mucosal immune and defense responses in treatment-naïve pediatric ulcerative colitis.24937444 · Harris, R Alan, Nagy-Szakal, Dorottya, Mir, Sabina A V et al.2015 · 74 citationsEpigenetics. 2014;9(8):1131-7
Applying additive logistic regression to data derived from sensors monitoring behavioral and physiological characteristics of dairy cows to detect lameness.24011945 · Kamphuis, C, Frank, E, Burke, J K et al.2015 · 38 citationsJournal of dairy science. 2013;96(11):7043-7053
Locally Weighted Naive Bayes1212.2487v1 · Eibe Frank, Mark Hall, Bernhard Pfahringer2012 · 295 citationsarXiv
A study of hierarchical and flat classification of proteins.20671325 · Zimek, Arthur, Buchwald, Fabian, Frank, Eibe et al.2010 · 39 citationsIEEE/ACM transactions on computational biology and bioinformatics. 2010;7(3):563-71
Gene selection from microarray data for cancer classification--a machine learning approach.15680584 · Wang, Yu, Tetko, Igor V, Hall, Mark A et al.2005 · 413 citationsComputational biology and chemistry. 2005;29(1):37-46
Data mining in bioinformatics using Weka.15073010 · Frank, Eibe, Hall, Mark, Trigg, Len et al.2005 · 885 citationsBioinformatics (Oxford, England). 2004;20(15):2479-81
Fragment generation and support vector machines for inducing SARs.12442768 · Kramer, S, Frank, E, Helma, C2003 · 25 citationsSAR and QSAR in environmental research. 2002;13(5):509-23
KEA: Practical Automatic Keyphrase Extractioncs/9902007v1 · Ian H. Witten, Gordon W. Paynter, Eibe Frank et al.1999 · 194 citationsarXiv
Career total: 220 works. 43 are in this corpus.
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