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Titlebook: Normalization of Multidimensional Data for Multi-Criteria Decision Making Problems; Inversion, Displacem Irik Z. Mukhametzyanov Book 2023 T

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发表于 2025-3-21 18:04:21 | 显示全部楼层 |阅读模式
书目名称Normalization of Multidimensional Data for Multi-Criteria Decision Making Problems
副标题Inversion, Displacem
编辑Irik Z. Mukhametzyanov
视频video
概述Provides a systematic review of multidimensional normalization methods.Includes multi-step normalization to manage data inversion method.Introduces domain displacement of normalized values and data as
丛书名称International Series in Operations Research & Management Science
图书封面Titlebook: Normalization of Multidimensional Data for Multi-Criteria Decision Making Problems; Inversion, Displacem Irik Z. Mukhametzyanov Book 2023 T
描述.This book presents a systematic review of multidimensional normalization methods and addresses problems frequently encountered when using various methods and ways to eliminate them. ..The invariant properties of the linear normalization methods presented here can be used to eliminate simple problems and avoid obvious errors when choosing a normalization method. The book introduces valuable, novel techniques for the multistep normalization of multidimensional data. One of these methods involves inverting the normalized values of cost attributes into profit attributes based on the reverse sorting algorithm (ReS algorithm). Another approach presented is the IZ method, which addresses the issue of shift in normalized attribute values. Additionally, a new method for normalizing the decision matrix is proposed, called the MS method, which ensures the equalization of average values and variances of attributes...Featuring numerous illustrative examples throughout, the book helps readers to understand what difficulties can arise in multidimensional normalization, what to expect from such problems, and how to solve them. It is intended for academics and professionals in various areas of dat
出版日期Book 2023
关键词Multidimensional Data Analysis; Algorithms; Multidimensional Normalization Methods; ReS-algorithm; IZ-me
版次1
doihttps://doi.org/10.1007/978-3-031-33837-3
isbn_softcover978-3-031-33839-7
isbn_ebook978-3-031-33837-3Series ISSN 0884-8289 Series E-ISSN 2214-7934
issn_series 0884-8289
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
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发表于 2025-3-21 22:00:02 | 显示全部楼层
Coordination of Scales of Normalized Values: IZ-Method,es, it is proposed to transform the area of normalized values. This transformation was performed on the basis of the IZ-method proposed by the author. The IZ-method converts multidimensional data to a single common scale and represents a class of multivariate normalization methods that convert to is
发表于 2025-3-22 01:32:16 | 显示全部楼层
MS-Transformation of Z-Score,mple, it becomes valid to use WPM, WASPAS methods. The MS-method is relevant for non-linear aggregation methods and provides the choice of a conditionally general normalization scale that has the same interpretation of the normalized values as the main linear normalization methods. MS-transformation
发表于 2025-3-22 06:00:29 | 显示全部楼层
Book 2023es of attributes...Featuring numerous illustrative examples throughout, the book helps readers to understand what difficulties can arise in multidimensional normalization, what to expect from such problems, and how to solve them. It is intended for academics and professionals in various areas of dat
发表于 2025-3-22 11:20:39 | 显示全部楼层
发表于 2025-3-22 16:37:06 | 显示全部楼层
Irik Z. Mukhametzyanovgh glucose levels, the presence of p53 in mitochondria induces apoptosis. The insight on the mechanisms triggering cell death in pancreatic β-cells will support the proposal of alternatives for prevention and/or cell protection also contributing to the treatment of diabetic patients.
发表于 2025-3-22 18:06:57 | 显示全部楼层
发表于 2025-3-23 01:12:31 | 显示全部楼层
Irik Z. Mukhametzyanov glucose levels, the presence of p53 in mitochondria induce apoptosis. The insight on the mechanisms triggering cell death in pancreatic β-cells will support the proposal of alternatives for prevention and/or cell protection also contributing to treatment of diabetic patients.
发表于 2025-3-23 05:17:22 | 显示全部楼层
发表于 2025-3-23 06:06:03 | 显示全部楼层
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