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Classification, Gordon, A.D.


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Автор: Gordon, A.D.
Название:  Classification
ISBN: 9780367399665
Издательство: Taylor&Francis
Классификация:
ISBN-10: 0367399660
Обложка/Формат: Paperback
Страницы: 268
Вес: 0.50 кг.
Дата издания: 20.12.2019
Серия: Chapman & Hall/CRC Monographs on Statistics and Applied Probability
Язык: English
Издание: 2 ed
Размер: 229 x 152 x 15
Читательская аудитория: Tertiary education (us: college)
Основная тема: Statistical Theory & Methods
Ссылка на Издательство: Link
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Поставляется из: Европейский союз
Описание:

As the amount of information recorded and stored electronically grows ever larger, it becomes increasingly useful, if not essential, to develop better and more efficient ways to summarize and extract information from these large, multivariate data sets. The field of classification does just that-investigates sets of objects to see if they can be summarized into a small number of classes comprising similar objects.
Researchers have made great strides in the field over the last twenty years, and classification is no longer perceived as being concerned solely with exploratory analyses. The second edition of Classification incorporates many of the new and powerful methodologies developed since its first edition. Like its predecessor, this edition describes both clustering and graphical methods of representing data, and offers advice on how to decide which methods of analysis best apply to a particular data set. It goes even further, however, by providing critical overviews of recent developments not widely known, including efficient clustering algorithms, cluster validation, consensus classifications, and the classification of symbolic data.
The author has taken an approach accessible to researchers in the wide variety of disciplines that can benefit from classification analysis and methods. He illustrates the methodologies by applying them to data sets-smaller sets given in the text, larger ones available through a Web site.
Large multivariate data sets can be difficult to comprehend-the sheer volume and complexity can prove overwhelming. Classification methods provide efficient, accurate ways to make them less unwieldy and extract more information. Classification, Second Edition offers the ideal vehicle for gaining the background and learning the methodologies-and begin putting these techniques to use.




Event Classification in Liquid Scintillator Using PMT Hit Patterns

Автор: Jack Dunger
Название: Event Classification in Liquid Scintillator Using PMT Hit Patterns
ISBN: 3030316157 ISBN-13(EAN): 9783030316150
Издательство: Springer
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Цена: 13974.00 р.
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Описание: The search for neutrinoless double beta decay is one of the highest priority areas in particle physics today; it could provide insights to the nature of neutrino masses (currently not explained by the Standard Model) as well as how the universe survived its early stages. One promising experimental approach involves the use of large volumes of isotope-loaded liquid scintillator, but new techniques for background identification and suppression must be developed in order to reach the required sensitivity levels and clearly distinguish the signal. The results from this thesis constitute a significant advance in this area, laying the groundwork for several highly effective and novel approaches based on a detailed evaluation of state-of-the-art detector characteristics. This well written thesis includes a particularly clear and comprehensive description of the theoretical motivations as well as impressively demonstrating the effective use of diverse statistical techniques. The professionally constructed signal extraction framework contains clever algorithmic solutions to efficient error propagation in multi-dimensional space. In general, the techniques developed in this work will have a notable impact on the field.

Classification, (Big) Data Analysis and Statistical Learning

Автор: Francesco Mola; Claudio Conversano; Maurizio Vichi
Название: Classification, (Big) Data Analysis and Statistical Learning
ISBN: 3319557076 ISBN-13(EAN): 9783319557076
Издательство: Springer
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Цена: 15372.00 р.
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Описание: This edited book focuses on the latest developments in classification, statistical learning, data analysis and related areas of data science, including statistical analysis of large datasets, big data analytics, time series clustering, integration of data from different sources, as well as social networks. It covers both methodological aspects as well as applications to a wide range of areas such as economics, marketing, education, social sciences, medicine, environmental sciences and the pharmaceutical industry. In addition, it describes the basic features of the software behind the data analysis results, and provides links to the corresponding codes and data sets where necessary. This book is intended for researchers and practitioners who are interested in the latest developments and applications in the field. The peer-reviewed contributions were presented at the 10th Scientific Meeting of the Classification and Data Analysis Group (CLADAG) of the Italian Statistical Society, held in Santa Margherita di Pula (Cagliari), Italy, October 8–10, 2015.

Multicriteria and Clustering

Автор: Zacharoula Andreopoulou; Christiana Koliouska; Con
Название: Multicriteria and Clustering
ISBN: 3319555642 ISBN-13(EAN): 9783319555645
Издательство: Springer
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Цена: 12577.00 р.
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Описание: Further, it presents some of the most common methodologies for statistical analysis and mathematical modeling, and discusses in detail ten examples that explain and show "hands-on" how operational research can be used in key decision-making processes at enterprises in the agricultural food and environmental industries.

Applications in Statistical Computing

Автор: Nadja Bauer; Katja Ickstadt; Karsten L?bke; Gero S
Название: Applications in Statistical Computing
ISBN: 3030251462 ISBN-13(EAN): 9783030251468
Издательство: Springer
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Цена: 6986.00 р.
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Описание: This volume presents a selection of research papers on various topics at the interface of statistics and computer science. Emphasis is put on the practical applications of statistical methods in various disciplines, using machine learning and other computational methods. The book covers fields of research including the design of experiments, computational statistics, music data analysis, statistical process control, biometrics, industrial engineering, and econometrics. Gathering innovative, high-quality and scientifically relevant contributions, the volume was published in honor of Claus Weihs, Professor of Computational Statistics at TU Dortmund University, on the occasion of his 66th birthday.

Mathematical Classification and Clustering

Автор: Boris Mirkin
Название: Mathematical Classification and Clustering
ISBN: 146138057X ISBN-13(EAN): 9781461380573
Издательство: Springer
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Цена: 16769.00 р.
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Описание: The monograph is devoted entirely to clustering, a discipline dispersed through many theoretical and application areas, from mathematical statistics and combina- torial optimization to biology, sociology and organizational structures.

Multicriteria Decision Aid Classification Methods

Автор: Michael Doumpos; Constantin Zopounidis
Название: Multicriteria Decision Aid Classification Methods
ISBN: 1441952276 ISBN-13(EAN): 9781441952271
Издательство: Springer
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Цена: 23757.00 р.
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From Data to Knowledge

Автор: Wolfgang A. Gaul; Dietmar Pfeifer
Название: From Data to Knowledge
ISBN: 3540603549 ISBN-13(EAN): 9783540603542
Издательство: Springer
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Цена: 18167.00 р.
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Описание: The subject of this work is the incorporation and integration of mathematical and statistical techniques, and information science topics into the field of classification, data analysis, and knowledge organization.

Information Systems and Data Analysis

Автор: Hans-Hermann Bock; Wolfgang Lenski; Michael M. Ric
Название: Information Systems and Data Analysis
ISBN: 3540580573 ISBN-13(EAN): 9783540580577
Издательство: Springer
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Цена: 18167.00 р.
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Описание: Proceedings of the 17th Annual Conference of the Gesellschaft fur Klassifikation e.V., University of Kaiserslautern, March 3 - 5, 1993

Information and Classification

Автор: Otto Opitz; Berthold Lausen; R?diger Klar
Название: Information and Classification
ISBN: 3540567364 ISBN-13(EAN): 9783540567363
Издательство: Springer
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Цена: 12157.00 р.
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Описание: In many fields of science and practice large amounts of dataand informationare collected for analyzing and visualizinglatent structures as orderings or classifications forexample. So, in the first sectionwe find papers on Classification Methods, FuzzyClassification, Multidimensional Scaling, DiscriminantAnalysis and Conceptual Analysis.

Classification, Data Analysis, and Knowledge Organization

Автор: Hans-Hermann Bock; Peter Ihm
Название: Classification, Data Analysis, and Knowledge Organization
ISBN: 3540534830 ISBN-13(EAN): 9783540534839
Издательство: Springer
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Цена: 12157.00 р.
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Описание: Proceedings of the 14th Annual Conference of the Gesellschaft fur Klassifikation e.V., University of Marburg March 12-14, 1990

Advances in Classification and Data Analysis

Автор: Simone Borra; Roberto Rocci; Maurizio Vichi; Marti
Название: Advances in Classification and Data Analysis
ISBN: 3540414886 ISBN-13(EAN): 9783540414889
Издательство: Springer
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Цена: 18167.00 р.
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Описание: This volume presents developments in classification and mulitivariate analysis. Topics that have been treated with considerable attention include cluster analysis, discriminant analysis, proximity structure analysis, multidimensional scaling, genetic algorithms, and neural networks.

Nonlinear Estimation and Classification

Автор: David D. Denison; Mark H. Hansen; Christopher C. H
Название: Nonlinear Estimation and Classification
ISBN: 0387954716 ISBN-13(EAN): 9780387954714
Издательство: Springer
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Цена: 12157.00 р.
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Описание: Driven by the complexity of these new problems, and fueled by the explosion of available computer power, highly adaptive, non-linear procedures are now essential components of modern "data analysis," a term that we liberally interpret to include speech and pattern recognition, classification, data compression and signal processing.


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