Researcher profile

Geoffrey I. Webb

2 papers in the PaperMetrix corpus

Publications

Papers by this author

Specious rules: an efficient and effective unifying method for removing misleading and uninformative patterns in association rule mining

2017 · Society for Industrial and Applied Mathematics eBooks

We present theoretical analysis and a suite of tests and procedures for addressing a broad class of redundant and misleading association rules we call specious rules. Specious dependencies, also known as spurious, apparent, or illusory …
Extremely Fast Hoeffding Adaptive Tree

2022 · 2022 IEEE International Conference on Data Mining (ICDM)

Many real-world data streams are non-stationary. Subject to concept drift, the distributions change over time. To retain accuracy in the face of such drift, online decision tree learners must discard parts of the tree that …