Combination of Task Description Strategies and Case Base Properties for Meta-Learning

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The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

Automated Machine Learning: State-of-The-Art and Open Challenges (2019, background): “There exists a rich literature on using meta models for model configuration recommendations [114, 92, 65, 68, 44].”
Meta-Learning: A Survey (2018, neutral): “Experiments showed that boosted and bagged trees often yielded the best predictions, although much depends on the exact meta-features used [72, 76].”
Metalearning: a survey of trends and technologies (2013, methodology): “In a similar approach, Köpf and Iglezakis (2002) also suggest comparing observations with each other and extract ‘case base properties’, which assess the quality of a dataset using measures such as redundancy, for example induced by data records that are exactly the same, or incoherency, which, for…”