Learning model trees from evolving data streams

DOI10.1007/s10618-010-0201-yzbMath1235.68158OpenAlexW2099302642WikidataQ58204819 ScholiaQ58204819MaRDI QIDQ408641

João Gama, Elena Ikonomovska, Sašo Džeroski

Publication date: 11 April 2012

Published in: Data Mining and Knowledge Discovery (Search for Journal in Brave)

Full work available at URL: http://repositorio.inesctec.pt/handle/123456789/2929

zbMATH Keywords

concept driftregression treeson-line learningincremental algorithmsmodel treesnon-stationary data streamson-line change detectionstream data mining

Mathematics Subject Classification ID

Classification and discrimination; cluster analysis (statistical aspects) (62H30) Learning and adaptive systems in artificial intelligence (68T05)

Related Items (14)

An empirical study of on-line models for relational data streams ⋮ Persistence in complex systems ⋮ Unnamed Item ⋮ Multi-label classification via multi-target regression on data streams ⋮ Delayed labelling evaluation for data streams ⋮ Challenges in benchmarking stream learning algorithms with real-world data ⋮ Incremental predictive clustering trees for online semi-supervised multi-target regression ⋮ TSK-Streams: learning TSK fuzzy systems for regression on data streams ⋮ A survey on concept drift adaptation ⋮ Survival analysis on data streams: analyzing temporal events in dynamically changing environments ⋮ Interval forecasts based on regression trees for streaming data ⋮ Automated adaptation strategies for stream learning ⋮ Developing an online general type-2 fuzzy classifier using evolving type-1 rules ⋮ Chebyshev approaches for imbalanced data streams regression models

Uses Software

• UCI-ml
• VFML

Cites Work

• Multivariate adaptive regression splines
• Arcing classifiers. (With discussion)
• Prediction algorithms and confidence measures based on algorithmic randomness theory.
• Present Position and Potential Developments: Some Personal Views: Statistical Theory: The Prequential Approach
• Advances in Artificial Intelligence – SBIA 2004
• Probability Inequalities for Sums of Bounded Random Variables
• Incremental learning of linear model trees
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• Unnamed Item

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