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Titlebook: High-dimensional Microarray Data Analysis; Cancer Gene Diagnosi Shuichi Shinmura Book 2019 Springer Nature Singapore Pte Ltd. 2019 Cancer G

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書目名稱High-dimensional Microarray Data Analysis
副標題Cancer Gene Diagnosi
編輯Shuichi Shinmura
視頻videohttp://file.papertrans.cn/427/426817/426817.mp4
概述Shows how a new theory of discriminant analysis was used to solve unresolved cancer gene analysis for the first time.Explains how high-dimensional data such as microarrays can be decomposed for geneti
圖書封面Titlebook: High-dimensional Microarray Data Analysis; Cancer Gene Diagnosi Shuichi Shinmura Book 2019 Springer Nature Singapore Pte Ltd. 2019 Cancer G
描述This book shows how to decompose high-dimensional microarrays into small subspaces (Small Matryoshkas, SMs), statistically analyze them, and perform cancer gene diagnosis. The information is useful for genetic experts, anyone who analyzes genetic data, and students to use as practical textbooks..Discriminant analysis is the best approach for microarray consisting of normal and cancer classes. Microarrays are linearly separable data (LSD, Fact 3). However, because most linear discriminant function (LDF) cannot discriminate LSD theoretically and error rates are high, no one had discovered Fact 3 until now. Hard-margin SVM (H-SVM) and Revised IP-OLDF (RIP) can find Fact3 easily. LSD has the Matryoshka structure and is easily decomposed into many SMs (Fact 4). ?Because all SMs are small samples and LSD, statistical methods analyze SMs easily. However, useful results cannot be obtained. On the other hand, H-SVM and RIP can discriminate two classes in SM entirely. RatioSV is the ratioof SV distance and discriminant range. The maximum RatioSVs of six microarrays is over 11.67%. This fact shows that SV separates two classes by window width (11.67%). Such easy discrimination has been unreso
出版日期Book 2019
關(guān)鍵詞Cancer Gene Analysis; Cancer Gene Diagnosis; Malignancy Indexes; Statistical Analysis; Microarrays and S
版次1
doihttps://doi.org/10.1007/978-981-13-5998-9
isbn_ebook978-981-13-5998-9
copyrightSpringer Nature Singapore Pte Ltd. 2019
The information of publication is updating

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dings might have been. This might be relatively easy if the environment has remained unspoilt or, on the contrary, depressingly difficult if humans have modified the landscape beyond recognition. Furthermore, we must try to imagine the landscape and the sky as a whole, since it is in this way that a
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Shuichi Shinmuraquity, the Romans interacted with the heavens in deeper ways that exerted a profound influence on their culture. This book highlights the need to take this complexity into account in various areas of research and will appeal to all those who wish to learn more about the application of astronomy in t
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Shuichi Shinmuratios of integer numbers (for example 1:2, 2:3) are laid along the cardinal axes. In this work we present a comparison of the orientation of 81 Roman towns in the Iberian Peninsula, measured in situ, with . angles with aspect ratios up to 12:12. By this exercise we want to discern whether the orienta
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Shuichi Shinmuraignments but the disposition of the windows in the drum, associated with other significant features of the structure, created visible light phenomena during certain days of the year that were linked to the Saint’s feast or holy days..The identification of these occurrences in the monumental complex
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Shuichi Shinmurarical imaging (EI) techniques. We expected that little if any of the blockhouse itself would remain. However, the nature of the construction was such that we expected to find the defensive trench that enclosed the blockhouse..Like many geophysical techniques, HLEM methods exhibit directionality in t
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