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Titlebook: Validity, Reliability, and Significance; Empirical Methods fo Stefan Riezler,Michael Hagmann Book 2024Latest edition The Editor(s) (if appl

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发表于 2025-3-21 17:48:40 | 显示全部楼层 |阅读模式
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Titlebook: Validity, Reliability, and Significance; Empirical Methods fo Stefan Riezler,Michael Hagmann Book 2024Latest edition The Editor(s) (if appl
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
doihttps://doi.org/10.1007/978-3-031-57065-0
isbn_softcover978-3-031-57067-4
isbn_ebook978-3-031-57065-0Series ISSN 1947-4040 Series E-ISSN 1947-4059
issn_series 1947-4040
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
The information of publication is updating

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发表于 2025-3-21 20:28:59 | 显示全部楼层
Stefan Riezler,Michael Hagmanndicated chapters dealwith these issues in a practical way in order to lead the reader tothe right source of information. This book provides an up-to-date,informative and practical review of cell culture methods for .invitro. toxicology. It will be of equal benefit to students andexperienced toxicolo
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Stefan Riezler,Michael Hagmannations that this process involves protein-protein interactions between PRs and a so-called intermediary factor, which in turn may contact a factor(s) of the basal transcription machinery (Meyer et al. 1989; Shemshedini et al. 1992). To confirm the requirement for intermediary factors and their role
发表于 2025-3-22 11:00:21 | 显示全部楼层
Stefan Riezler,Michael Hagmannson described the first culture of neural tissue in 1907 and used morphological methods to analyze the cultures. Since that time the technique has been progressively modified and used to address an ever widening range of developmental questions. In recent years a con­ vergence of new or improved cel
发表于 2025-3-22 16:46:31 | 显示全部楼层
Stefan Riezler,Michael Hagmann ovariole (the germarium) that the consecutive divisions occur which produce the sixteen cell cluster, and it is here also that the cluster becomes enveloped by profollicle cells. However, it is within the more posterior part of the ovariole (the vitellarium) that the major growth of the egg chamber
发表于 2025-3-22 20:53:04 | 显示全部楼层
ly role for c-. in inducing the “competent state” in fibroblasts and thus in the movement of quiescent cells into the cell cycle. In addition, we will discuss the signal transduction pathways that seem to be involved in the induction of c-. by growth factors.
发表于 2025-3-22 23:49:19 | 显示全部楼层
1947-4040 ested 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 a978-3-031-57067-4978-3-031-57065-0Series ISSN 1947-4040 Series E-ISSN 1947-4059
发表于 2025-3-23 02:59:33 | 显示全部楼层
发表于 2025-3-23 06:04:41 | 显示全部楼层
Analyzing Inferential Reproducibility,rporating several sources of variance, including their interaction with data properties, into an analysis of significance and reliability of machine learning evaluation, with the aim to draw inferences beyond particular instances of trained models. We will show how to incorporate arbitrary sources o
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