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Ben Halstead
ORCID
Publication Activity (10 Years)
Years Active: 2021-2023
Publications (10 Years): 9
Top Topics
Learning Platform
Sliding Window
Concept Drift
Human Readable
Top Venues
DSAA
ICDE
Mach. Learn.
AI
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Publications
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Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Mykola Pechenizkiy
,
Albert Bifet
Combining Diverse Meta-Features to Accurately Identify Recurring Concept Drift in Data Streams.
ACM Trans. Knowl. Discov. Data
17 (8) (2023)
Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Mykola Pechenizkiy
,
Albert Bifet
FALL: A Modular Adaptive Learning Platform for Streaming Data.
ICDE
(2023)
Bowen Chen
,
Yun Sing Koh
,
Ben Halstead
Active Learning Using Difficult Instances.
AI
(2022)
Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Russel Pears
,
Mykola Pechenizkiy
,
Albert Bifet
,
Gustavo Olivares
,
Guy Coulson
Analyzing and repairing concept drift adaptation in data stream classification.
Mach. Learn.
111 (10) (2022)
Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Mykola Pechenizkiy
,
Albert Bifet
A Probabilistic Framework for Adapting to Changing and Recurring Concepts in Data Streams.
DSAA
(2022)
Bowen Chen
,
Yun Sing Koh
,
Ben Halstead
Measuring Difficulty of Learning Using Ensemble Methods.
AusDM
(2022)
Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Mykola Pechenizkiy
,
Albert Bifet
,
Russel Pears
Fingerprinting Concepts in Data Streams with Supervised and Unsupervised Meta-Information.
ICDE
(2021)
Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Russel Pears
,
Mykola Pechenizkiy
,
Albert Bifet
,
Gustavo Olivares
,
Guy Coulson
Analyzing and Repairing Concept Drift Adaptation in Data Stream Classification.
DSAA
(2021)
Ben Halstead
,
Yun Sing Koh
,
Patricia Riddle
,
Russel Pears
,
Mykola Pechenizkiy
,
Albert Bifet
Recurring concept memory management in data streams: exploiting data stream concept evolution to improve performance and transparency.
Data Min. Knowl. Discov.
35 (3) (2021)