Isbn: 9780262545877 - Dataset Shift in Machine Learning (neural Information Processing Series) (20 results)
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Softcover. Condition: As New. Leichte Kratzer / Abnutzungen / Druckstellen. This volume provides an overview of recent efforts in the machine learning community to address dataset and covariate shift, which occur when training and test inputs and outputs have differing distributions. Dataset shift is a prevalent issue in predictive modeling, arising when the joint distribution of inputs and outputs varies between training and testing phases. Covariate shift, a specific instance of dataset shift, happens when only the input distribution changes. This problem is common in practical applications, influenced by factors such as experimental design bias and the unreliability of testing conditions during training. For example, email spam filters may struggle to identify new spam forms that differ from the training data. Despite its significance, dataset shift has historically received limited attention compared to related topics like semi-supervised and active learning. The chapters in this volume provide a mathematical and philosophical introduction to the issue, contextualize dataset shift within transfer learning, transduction, local learning, active learning, and semi-supervised learning, and present theoretical perspectives, including decision-theoretic and Bayesian views. Additionally, algorithms for addressing covariate shift are discussed.…
Dataset Shift in Machine Learning
Quinonero-candela, Joaquin (EDT); Sugiyama, Masashi (EDT); Schwaighofer, Anton (EDT); Lawrence, Neil D. (EDT)
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Dataset Shift in Machine Learning
Quinonero-candela, Joaquin (EDT); Sugiyama, Masashi (EDT); Schwaighofer, Anton (EDT); Lawrence, Neil D. (EDT)
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Dataset Shift in Machine Learning
Quinonero-candela, Joaquin (EDT); Sugiyama, Masashi (EDT); Schwaighofer, Anton (EDT); Lawrence, Neil D. (EDT)
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Dataset Shift in Machine Learning
Quinonero-candela, Joaquin (EDT); Sugiyama, Masashi (EDT); Schwaighofer, Anton (EDT); Lawrence, Neil D. (EDT)
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Joaquin Quiñonero-CandelaJoaquin Quiñonero-Candela is a Researcher in the Online Services and Advertising Group at Microsoft Research Cambridge, U.K. Masashi SugiyamaMasashi Sugiyama is Director of the RIKEN .…
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Taschenbuch. Condition: Neu. Dataset Shift in Machine Learning | Joaquin Quinonero-Candela (u. a.) | Taschenbuch | Einband - flex.(Paperback) | Englisch | 2022 | MIT Press | EAN 9780262545877 | Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, 36244 Bad Hersfeld, gpsr[at]libri[dot]de | Anbieter: preigu Print on Demand.…
