书目名称 | Validity, Reliability, and Significance | 副标题 | Empirical Methods fo | 编辑 | Stefan Riezler,Michael Hagmann | 视频video | | 概述 | Includes problems of validity, reliability, and significance and provides solutions based on statistical methodology.introduces empirical methods for machine learning with a focus on applications in N | 丛书名称 | Synthesis Lectures on Human Language Technologies | 图书封面 |  | 描述 | .This book introduces empirical methods for machine learning with a special focus on applications in natural language processing (NLP) and data science. The authors present problems of validity, reliability, and significance and provide common solutions based on statistical methodology to solve them. The book focuses on model-based empirical methods where data annotations and model predictions are treated as training data for interpretable probabilistic models from the well-understood families of generalized additive models (GAMs) and linear mixed effects models (LMEMs). Based on the interpretable parameters of the trained GAMs or LMEMs, the book presents model-based statistical tests such as a validity test that allows for the detection of circular features that circumvent learning. Furthermore, the book discusses a reliability coefficient using variance decomposition based on random effect parameters of LMEMs. Lastly, a significance test based on the likelihood ratios of nested LMEMs trained on the performance scores of two machine learning models is shown to naturally allow the inclusion of variations in meta-parameter settings into hypothesis testing, and further facilitates a | 出版日期 | Book 2024Latest edition | 关键词 | Empirical Methods; Validity; Generalized Additive Models; Deviance; Reliability; Orthogonal Estimators; Si | 版次 | 2 | doi | https://doi.org/10.1007/978-3-031-57065-0 | isbn_softcover | 978-3-031-57067-4 | isbn_ebook | 978-3-031-57065-0Series ISSN 1947-4040 Series E-ISSN 1947-4059 | issn_series | 1947-4040 | copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |
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书目名称Validity, Reliability, and Significance被引频次学科排名 
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