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Titlebook: Validity, Reliability, and Significance; Empirical Methods fo Stefan Riezler,Michael Hagmann Book 2022 Springer Nature Switzerland AG 2022

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书目名称Validity, Reliability, and Significance
副标题Empirical Methods fo
编辑Stefan Riezler,Michael Hagmann
视频video
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 2022 Springer Nature Switzerland AG 2022
描述Empirical methods are means to answering methodological questions of empirical sciences by statistical techniques. The methodological questions addressed in this book include the problems of validity, reliability, and significance. In the case of machine learning, these correspond to the questions of whether a model predicts what it purports to predict, whether a model‘s performance is consistent across replications, and whether a performance difference between two models is due to chance, respectively. The goal of this book is to answer these questions by concrete statistical tests that can be applied to assess validity, reliability, and significance of data annotation and machine learning prediction in the fields of NLP and data science. Our focus is 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 detecting circular feature
出版日期Book 2022
版次1
doihttps://doi.org/10.1007/978-3-031-02183-1
isbn_softcover978-3-031-01055-2
isbn_ebook978-3-031-02183-1Series ISSN 1947-4040 Series E-ISSN 1947-4059
issn_series 1947-4040
copyrightSpringer Nature Switzerland AG 2022
The information of publication is updating

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oming of a branch of the Watchtower movement, a movement which, in neighbouring Nyasaland, had already been identified as subversive to colonial authority.. Before analysing its causes, the close links between its rise to prominence and the wartime disruption of black society and the colonial system
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Stefan Riezler,Michael Hagmanntook such a central role in late 1948 and early 1949 in determining the ways in which the Scandinavian countries had to respond to the process of bloc-building in the West. Most of the literature about Western policy towards Scandinavia during the period leading up to the signature of the North Atla
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Stefan Riezler,Michael Hagmannarticularly how Turkish satisfaction with the outbreak of the Russo-German war convinced British officials that the partnership that had appeared to characterise Soviet-Turkish relations during the interwar period had been replaced by ‘axiomatic’ or ‘atavistic’ hostility. Given the strategic importa
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Stefan Riezler,Michael Hagmannrnment’s steady retreat from guarantees for Commonwealth interests in negotiations with other Europeans became increasingly evident. Those historians of the British decision to join the European Community who have tried to provide explanations for this discrepancy can roughly be divided into two ten
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omwich has termed a “radical humanity.”. Comparatively less attention has been paid to the changes in Godwin’s thought in this same period and to what might be described as Godwin’s own turn from abstraction—from Godwinian philosophy. Although he stresses that the revisions to . in 1795 and 1797 “ar
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