Evaluation of Quantification Algorithms
crossref(2023)
摘要
AbstractIn this chapter we discuss the experimental evaluation of quantification systems. We look at evaluation measures for the various types of quantification systems (binary, single-label multiclass, multi-label multiclass, ordinal), but also at evaluation protocols for quantification, that essentially consist in ways to extract multiple testing samples for use in quantification evaluation from a single classification test set. The chapter ends with a discussion on how to perform model selection (i.e., hyperparameter optimization) in a quantification-specific way.
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关键词
quantification,algorithms,evaluation
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