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RELIABILITY ASSESSMENT FOR REMOTE SENSING DATA: BEYOND COHEN'S KAPPA

机译:遥感数据的可靠性评估:超越科恩的kappa

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摘要

Cohen's κ coefficient has been widely used for assessing classification results derived from remote sensing data. It however presents several limitations, which are preventing both an efficient use as well as a generalisation of its use. This paper reviews these problems and proposes as an alternative to prefer the Krippendorff's α-coefficient over Cohen's κ. Krippen-dorff's α indeed presents less flaws while dealing with more data types - hence allowing the rating of quantitative data - and managing the case where more than two judgements are issued and finally dealing with cases where no judgement is issued. These concepts are be illustrated by some exemplary data-sets.
机译:科恩的κ系数已广泛用于评估源自遥感数据的分类结果。然而,它呈现了几个限制,这是防止有效的使用以及它使用的概括。本文审查了这些问题,并提出了更喜欢Krippendorff的α系数的替代方案,而不是Cohen的κ。 Krippen-Dorff的α确实存在更少的缺点,同时处理更多数据类型 - 因此允许定量数据的评级 - 并管理发出超过两种判决的情况,并且最终处理没有发出判决的情况。这些概念由某种示例性数据集来说明。

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