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Titlebook: Unsupervised Feature Extraction Applied to Bioinformatics; A PCA Based and TD B Y-h. Taguchi Book 2024Latest edition The Editor(s) (if appl

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發(fā)表于 2025-3-21 19:23:28 | 只看該作者 |倒序?yàn)g覽 |閱讀模式
書目名稱Unsupervised Feature Extraction Applied to Bioinformatics
副標(biāo)題A PCA Based and TD B
編輯Y-h. Taguchi
視頻videohttp://file.papertrans.cn/943/942524/942524.mp4
概述Allows readers to analyze data sets with small samples and many features.Provides a fast algorithm, based upon linear algebra, to analyze big data.Includes several applications to multi-view data anal
叢書名稱Unsupervised and Semi-Supervised Learning
圖書封面Titlebook: Unsupervised Feature Extraction Applied to Bioinformatics; A PCA Based and TD B Y-h. Taguchi Book 2024Latest edition The Editor(s) (if appl
描述.This updated book proposes applications of tensor decomposition to unsupervised feature extraction and feature selection. The author posits that although supervised methods including deep learning have become popular, unsupervised methods have their own advantages. He argues that this is the case because unsupervised methods are easy to learn since tensor decomposition is a conventional linear methodology. This book starts from very basic linear algebra and reaches the cutting edge methodologies applied to difficult situations when there are many features (variables) while only small number of samples are available. The author includes advanced descriptions about tensor decomposition including Tucker decomposition using high order singular value decomposition as well as higher order orthogonal iteration, and train tensor decomposition. The author concludes by showing unsupervised methods and their application to a wide range of topics.?.
出版日期Book 2024Latest edition
關(guān)鍵詞Matrix factorization; Tensor decompositions; PCA based unsupervised FE; TD based unsupervised FE; PCA/TD
版次2
doihttps://doi.org/10.1007/978-3-031-60982-4
isbn_softcover978-3-031-60984-8
isbn_ebook978-3-031-60982-4Series ISSN 2522-848X Series E-ISSN 2522-8498
issn_series 2522-848X
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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發(fā)表于 2025-3-21 22:38:45 | 只看該作者
Y-h. Taguchit present a wide range of social phenomena, including rising incomes, increased leisure time, new communication technologies, an ageing population and a declining role of the traditional family are changing the nature of the demands we place on transport. In response to new techniques of production,
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Y-h. Taguchiciences that is characterized by three distinctive features of comprehensiveness, spatial diversity and time variability.. Due to the extremely complex role of “human” in its affecting factors, driving mechanism and development status, regional development displays an eminent feature of uncertainty.
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Y-h. Taguchinistry of National Economy‘s directions and available data. The different development proposals coming from the Country‘s Regions were also taken into account. The information contained in the Regional Development Institute‘s database and the conclusions of the studies made by the Institute‘s collab
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vironmental Management, University of Haifa, Israel During the Candiot War of 1645-1669, the Ottoman Sultan Ibrahim I ordered his chief admiral to attack Malta. Fearing imminent defeat by the superior Venetian forces stationed on the island, the admiral decided to trick the sultan out of the idea. A
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Y-h. Taguchiwith a mandate to initiate, plan and implement the . (DDR) programme. The DDR called for 30,000 ex-agitators (822 female) to handed in their weapons, sign up for the PAP, and in exchange they would receive a monthly stipend of N65,000 (US$400) and undergo vocational and academic training in Nigeria
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