Geoff Holmes

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 13

Top Topics

Environmental Data

Massively Parallel

Top Venues

Environ. Model. Softw.

Publications

Hongyu Wang, Eibe Frank, Bernhard Pfahringer, Michael Mayo, Geoff Holmes
Feature extractor stacking for cross-domain few-shot learning. Mach. Learn. 113 (1) (2024)
Geoff Holmes, Eibe Frank, Dale Fletcher, Corey Sterling
Efficiently correcting machine learning: considering the role of example ordering in human-in-the-loop training of image classification models. IUI (2022)
Rory Mitchell, Eibe Frank, Geoff Holmes
GPUTreeShap: massively parallel exact calculation of SHAP scores for tree ensembles. PeerJ Comput. Sci. 8 (2022)
Hongyu Wang, Huon Fraser, Henry Gouk, Eibe Frank, Bernhard Pfahringer, Michael Mayo, Geoff Holmes
Experiments in Cross-domain Few-shot Learning for Image Classification: Extended Abstract. Meta-Knowledge Transfer @ ECML/PKDD (2022)
Jesse Read, Bernhard Pfahringer, Geoff Holmes, Eibe Frank
Classifier Chains: A Review and Perspectives. J. Artif. Intell. Res. 70 (2021)
Heitor Murilo Gomes, Albert Bifet, Jesse Read, Jean Paul Barddal, Fabrício Enembreck, Bernhard Pfahringer, Geoff Holmes, Talel Abdessalem
Correction to: Adaptive random forests for evolving data stream classification. Mach. Learn. 108 (10) (2019)
Jesse Read, Bernhard Pfahringer, Geoff Holmes, Eibe Frank
Classifier Chains: A Review and Perspectives. CoRR (2019)
Karina Gibert, Joaquín Izquierdo, Miquel Sànchez-Marrè, Serena H. Hamilton, Ignasi Rodríguez-Roda, Geoff Holmes
Which method to use? An assessment of data mining methods in Environmental Data Science. Environ. Model. Softw. 110 (2018)
Karina Gibert, Jeffery S. Horsburgh, Ioannis N. Athanasiadis, Geoff Holmes
Environmental Data Science. Environ. Model. Softw. 106 (2018)
Karina Gibert, Jeffery S. Horsburgh, Ioannis N. Athanasiadis, Geoff Holmes
Preface to the thematic issue on Environmental Data Science. Applications to air quality and water cycle. Environ. Model. Softw. 106 (2018)
Albert Bifet, Jiajin Zhang, Wei Fan, Cheng He, Jianfeng Zhang, Jianfeng Qian, Geoff Holmes, Bernhard Pfahringer
Extremely Fast Decision Tree Mining for Evolving Data Streams. KDD (2017)
Heitor Murilo Gomes, Albert Bifet, Jesse Read, Jean Paul Barddal, Fabrício Enembreck, Bernhard Pfahringer, Geoff Holmes, Talel Abdessalem
Adaptive random forests for evolving data stream classification. Mach. Learn. 106 (9-10) (2017)
Jesse Read, Peter Reutemann, Bernhard Pfahringer, Geoff Holmes
MEKA: A Multi-label/Multi-target Extension to WEKA. J. Mach. Learn. Res. 17 (2016)
Brandon M. Thomas, Joanna M. Stewart, David Bainbridge, David M. Nichols, William J. Rogers, Geoff Holmes
Digital Libraries Unfurled: Supporting the New Zealand Flag Debate. TPDL (2015)
Indre Zliobaite, Albert Bifet, Jesse Read, Bernhard Pfahringer, Geoff Holmes
Evaluation methods and decision theory for classification of streaming data with temporal dependence. Mach. Learn. 98 (3) (2015)
Peter Reutemann, Geoff Holmes
Big Data with ADAMS. BigMine (2015)
Albert Bifet, Gianmarco De Francisci Morales, Jesse Read, Geoff Holmes, Bernhard Pfahringer
Efficient Online Evaluation of Big Data Stream Classifiers. KDD (2015)
Albert Bifet, Jesse Read, Indre Zliobaite, Bernhard Pfahringer, Geoff Holmes
Pitfalls in Benchmarking Data Stream Classification and How to Avoid Them. ECML/PKDD (1) (2013)
Albert Bifet, Jesse Read, Bernhard Pfahringer, Geoff Holmes, Indre Zliobaite
CD-MOA: Change Detection Framework for Massive Online Analysis. IDA (2013)
Albert Bifet, Bernhard Pfahringer, Jesse Read, Geoff Holmes
Efficient data stream classification via probabilistic adaptive windows. SAC (2013)
Yu Shyang Tan, Ryan K. L. Ko, Geoff Holmes
Security and Data Accountability in Distributed Systems: A Provenance Survey. HPCC/EUC (2013)
Jesse Read, Albert Bifet, Bernhard Pfahringer, Geoff Holmes
Batch-Incremental versus Instance-Incremental Learning in Dynamic and Evolving Data. IDA (2012)
Jesse Read, Albert Bifet, Geoff Holmes, Bernhard Pfahringer
Scalable and efficient multi-label classification for evolving data streams. Mach. Learn. 88 (1-2) (2012)
Geoff Holmes
Developing data mining applications. KDD (2012)
Philipp Kranen, Hardy Kremer, Timm Jansen, Thomas Seidl, Albert Bifet, Geoff Holmes, Bernhard Pfahringer, Jesse Read
Stream Data Mining Using the MOA Framework. DASFAA (2) (2012)
Albert Bifet, Eibe Frank, Geoff Holmes, Bernhard Pfahringer
Ensembles of Restricted Hoeffding Trees. ACM Trans. Intell. Syst. Technol. 3 (2) (2012)
Jesse Read, Albert Bifet, Geoff Holmes, Bernhard Pfahringer
Streaming Multi-label Classification. WAPA (2011)
Albert Bifet, Geoff Holmes, Bernhard Pfahringer, Ricard Gavaldà
Mining frequent closed graphs on evolving data streams. KDD (2011)
Indre Zliobaite, Albert Bifet, Bernhard Pfahringer, Geoff Holmes
Active Learning with Evolving Streaming Data. ECML/PKDD (3) (2011)
Jesse Read, Bernhard Pfahringer, Geoff Holmes, Eibe Frank
Classifier chains for multi-label classification. Mach. Learn. 85 (3) (2011)
Indre Zliobaite, Albert Bifet, Geoff Holmes, Bernhard Pfahringer
MOA Concept Drift Active Learning Strategies for Streaming Data. WAPA (2011)
Hardy Kremer, Philipp Kranen, Timm Jansen, Thomas Seidl, Albert Bifet, Geoff Holmes, Bernhard Pfahringer
An effective evaluation measure for clustering on evolving data streams. KDD (2011)
Albert Bifet, Geoff Holmes, Bernhard Pfahringer, Jesse Read, Philipp Kranen, Hardy Kremer, Timm Jansen, Thomas Seidl
MOA: A Real-Time Analytics Open Source Framework. ECML/PKDD (3) (2011)
Albert Bifet, Geoff Holmes, Bernhard Pfahringer, Philipp Kranen, Hardy Kremer, Timm Jansen, Thomas Seidl
MOA: Massive Online Analysis, a Framework for Stream Classification and Clustering. WAPA (2010)
Philipp Kranen, Hardy Kremer, Timm Jansen, Thomas Seidl, Albert Bifet, Geoff Holmes, Bernhard Pfahringer
Clustering Performance on Evolving Data Streams: Assessing Algorithms and Evaluation Measures within MOA. ICDM Workshops (2010)
Albert Bifet, Geoff Holmes, Richard Kirkby, Bernhard Pfahringer
MOA: Massive Online Analysis. J. Mach. Learn. Res. 11 (2010)
Matt Jones, Steve Jones, Gareth Bradley, Nigel Warren, David Bainbridge, Geoff Holmes
ONTRACK: Dynamically adapting music playback to support navigation. Pers. Ubiquitous Comput. 12 (7) (2008)