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Core Data Analysis: Summarization, Correlation, and Visualiz, Mirkin Boris


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Автор: Mirkin Boris
Название:  Core Data Analysis: Summarization, Correlation, and Visualiz
ISBN: 9783030002701
Издательство: Springer
Классификация:








ISBN-10: 3030002705
Обложка/Формат: Paperback
Страницы: 524
Вес: 0.75 кг.
Дата издания: 18.04.2019
Серия: Undergraduate topics in computer science
Язык: English
Издание: 2nd ed. 2019
Иллюстрации: 65 tables, color; 80 illustrations, color; 107 illustrations, black and white; xv, 524 p. 187 illus., 80 illus. in color.
Размер: 156 x 234 x 29
Читательская аудитория: Professional & vocational
Ссылка на Издательство: Link
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Поставляется из: Германии
Описание: This text examines the goals of data analysis with respect to enhancing knowledge, and identifies data summarization and correlation analysis as the core issues. Data summarization, both quantitative and categorical, is treated within the encoder-decoder paradigm bringing forward a number of mathematically supported insights into the methods and relations between them. Two Chapters describe methods for categorical summarization: partitioning, divisive clustering and separate cluster finding and another explain the methods for quantitative summarization, Principal Component Analysis and PageRank. Features:· An in-depth presentation of K-means partitioning including a corresponding Pythagorean decomposition of the data scatter. · Advice regarding such issues as clustering of categorical and mixed scale data, similarity and network data, interpretation aids, anomalous clusters, the number of clusters, etc.· Thorough attention to data-driven modelling including a number of mathematically stated relations between statistical and geometrical concepts including those between goodness-of-fit criteria for decision trees and data standardization, similarity and consensus clustering, modularity clustering and uniform partitioning.New edition highlights: · Inclusion of ranking issues such as Google PageRank, linear stratification and tied rankings median, consensus clustering, semi-average clustering, one-cluster clustering· Restructured to make the logics more straightforward and sections self-containedCore Data Analysis: Summarization, Correlation and Visualization is aimed at those who are eager to participate in developing the field as well as appealing to novices and practitioners.
Дополнительное описание: Topics in Data Analysis Substance.- Quantitative Summarization.- Learning Correlations.- Core Partitioning: K-Means and Similarity Clustering.- Divisive and Separate Cluster Structures.- Appendix. Basic Math and Code.- Index.



Multi-Dimensional Summarization in Cyber-Physical Society

Автор: Hai Zhuge
Название: Multi-Dimensional Summarization in Cyber-Physical Society
ISBN: 0128034556 ISBN-13(EAN): 9780128034552
Издательство: Elsevier Science
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Цена: 4714.00 р.
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Описание: "

Summarization, Big Data and Cyber-Physical Society" summarizes previous text summarization approaches in a multi-dimensional classification space, introduces a multi-dimensional methodology for research and development, unveils the basic characteristics and principles of language use and understanding, investigates some fundamental mechanisms of summarization, studies dimensions and diversity in representations, and proposes a multi-dimensional evaluation mechanism. Investigation extends to incorporating pictures into summary and to the summarization of videos, graphs, and pictures, and converges to a general summarization method.

In addition, basic behaviors of summarization are studied in the complex space of cyberspace, physical space, and social space. Finally, the limitation of summarization is pointed out, with the notion of innovative summarization proposed, including four basic viewpoints: a representation suitable for summarization should have a core indicated by its intention and extension; summarization is an open process of interactions involved in various explicit and implicit citations; summary has diverse forms carried out through multiple dimensions; and automatic summarization has a limitation, and linking summarization to cyberspace, physical space, and social space to establish a human-machine-nature symbiotic environment is a way to approach and even break the limitation.
Discusses multi-dimensional summarization of texts, pictures, videos, and graphs, and how to quickly attract attention, represent the core, and effectively convey meaning according to user interestsProvides a multi-dimensional methodology which can be used to effectively summarize content into an effective medium and displayPresents summarization as a tool to effectively analyze big data and discusses recent advances in this realmIncludes the basic behaviors of summarization studied in the complex space of cyberspace, physical space, and social space

Multi-source, Multilingual Information Extraction and Summarization

Автор: Thierry Poibeau; Horacio Saggion; Jakub Piskorski;
Название: Multi-source, Multilingual Information Extraction and Summarization
ISBN: 3642430902 ISBN-13(EAN): 9783642430909
Издательство: Springer
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Цена: 13270.00 р.
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Описание: Information extraction (IE) and text summarization (TS) are powerful technologies for finding relevant pieces of information in text and presenting them to the user in condensed form.

Signal Design for Good Correlation

Автор: Solomon W. Golomb
Название: Signal Design for Good Correlation
ISBN: 0521821045 ISBN-13(EAN): 9780521821049
Издательство: Cambridge Academ
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Цена: 17266.00 р.
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Описание: This comprehensive text and reference presents all the necessary mathematical background to explain how signals with favorable correlation properties are generated, and to show how they satisfy the appropriate correlation constraints. Applications such as CDMA telephony, coded radar, and stream cipher generation are treated in depth.

Late Quaternary Sea-Level Correlation and Applications

Автор: D.B. Scott; P.A. Pirazolli; C.A. Honig
Название: Late Quaternary Sea-Level Correlation and Applications
ISBN: 9401068801 ISBN-13(EAN): 9789401068802
Издательство: Springer
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Цена: 12157.00 р.
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Описание: Proceedings of the NATO Advanced Study Institute, Halifax, Canada, July 19-30, 1987

Basement Correlation Across the North Atlantic

Автор: M.S.N. Carpenter; Jean-Pierre Lefort
Название: Basement Correlation Across the North Atlantic
ISBN: 3642733522 ISBN-13(EAN): 9783642733529
Издательство: Springer
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Цена: 11173.00 р.
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Описание: Major structural features are used in this study to reconstruct the links which existed between North America, Europe and Africa before the opening of the North Atlantic Ocean.

Correlation Equations

Автор: Aristarkh K. Mitropol skii
Название: Correlation Equations
ISBN: 1475798768 ISBN-13(EAN): 9781475798760
Издательство: Springer
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Цена: 6986.00 р.
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Описание: This book presents methods for computing correlation equations. We have paid particular attention in this book to the techniques of computing correlation equations, and to the use of tables for alleviating the computationalload.

Spinning Strings and Correlation Functions in the AdS/CFT Correspondence

Автор: Juan Miguel Nieto
Название: Spinning Strings and Correlation Functions in the AdS/CFT Correspondence
ISBN: 3030071324 ISBN-13(EAN): 9783030071325
Издательство: Springer
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Цена: 13974.00 р.
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Описание: This book addresses several aspects of the integrable structure of the AdS/CFT correspondence. In particular it presents computations made on both sides of the AdS/CFT correspondence, at weak and at strong coupling. On the string theory side of the correspondence, the book focuses on the evaluation of the energy spectrum of closed string solutions moving in some deformed backgrounds that preserve integrability. On the gauge theory side, it explores various formal problems arising in the computation of two and three-point functions by means of the Algebraic Bethe Ansatz and the Quantum Inverse Scattering method.

The book features numerous results on integrability in the context of the AdS/CFT correspondence. Self-contained and pedagogical, it includes general discussions and detailed presentations on the use of integrable systems techniques and their applications.
Cause and Correlation in Biology

Автор: Shipley
Название: Cause and Correlation in Biology
ISBN: 1107442591 ISBN-13(EAN): 9781107442597
Издательство: Cambridge Academ
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Цена: 8237.00 р.
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Описание: Written for biologists and students, this practical guide underlies the principle methods for analysing cause-effect relationships. Featuring extensive sections on the use of R statistical language to apply statistical methods to biological data, this completely revised new edition is a valuable resource for practising biologists.

Complex Network Analysis in Python: Recognize - Construct - Visualize - Analyze - Interpret

Автор: Zinoviev Dmitry
Название: Complex Network Analysis in Python: Recognize - Construct - Visualize - Analyze - Interpret
ISBN: 1680502697 ISBN-13(EAN): 9781680502695
Издательство: Wiley
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Цена: 4592.00 р.
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Описание: Discusses the issues that the agricultural industry currently faces and the technological opportunities that can be explored to help protect and predict crop growth and achieve more resilient agricultural processes. The book analyses the impact of agricultural pollution and food insecurity and proposes solutions to promote sustainability.

Spinning Strings and Correlation Functions in the AdS/CFT Correspondence

Автор: Nieto
Название: Spinning Strings and Correlation Functions in the AdS/CFT Correspondence
ISBN: 3319960199 ISBN-13(EAN): 9783319960197
Издательство: Springer
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Цена: 13974.00 р.
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Описание: This book addresses several aspects of the integrable structure of the AdS/CFT correspondence.

Applying Regression and Correlation

Автор: Miles J & Shevlin M
Название: Applying Regression and Correlation
ISBN: 0761962301 ISBN-13(EAN): 9780761962304
Издательство: Sage Publications
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Цена: 8712.00 р.
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Описание: By introducing the reader to regression analysis through a simple model-building approach, this book takes a fresh look at applying regression analysis in the behavioural sciences.


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