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Core Concepts in Data Analysis: Summarization, Correlation and Visualization - Mirkin, Boris
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Mirkin, Boris:
Core Concepts in Data Analysis: Summarization, Correlation and Visualization - edizione con copertina flessibile

ISBN: 0857292862

ID: 22872439259

[EAN: 9780857292865], Neubuch, Publisher/Verlag: Springer, Berlin | With in-depth descriptions of data analysis techniques both for summarizing and correlation, the author's unconventional approach employs the concept of multivariate data summarization as an alternative to conventional machine-learning prediction methods. | Core Concepts in Data Analysis: Summarization, Correlation and Visualization provides in-depth descriptions of those data analysis approaches that either summarize data (principal component analysis and clustering, including hierarchical and network clustering) or correlate different aspects of data (decision trees, linear rules, neuron networks, and Bayes rule).Boris Mirkin takes an unconventional approach and introduces the concept of multivariate data summarization as a counterpart to conventional machine learning prediction schemes, utilizing techniques from statistics, data analysis, data mining, machine learning, computational intelligence, and information retrieval.Innovations following from his in-depth analysis of the models underlying summarization techniques are introduced, and applied to challenging issues such as the number of clusters, mixed scale data standardization, interpretation of the solutions, as well as relations between seemingly unrelated concepts: goodness-of-fit functions for classification trees and data standardization, spectral clustering and additive clustering, correlation and visualization of contingency data.The mathematical detail is encapsulated in the so-called "formulation" parts, whereas most material is delivered through "presentation" parts that explain the methods by applying them to small real-world data sets; concise "computation" parts inform of the algorithmic and coding issues.Four layers of active learning and self-study exercises are provided: worked examples, case studies, projects and questions. | Introduction.-1D Analysis: Summarization and Visualisation of a Single Feature.-2D Analysis: Correlation and Visualition of Two Features.-Learning Multivariate Correlations in Data.-Principal Component Analysis and SVD.-K-Means and Related Clustering Methods.-Hierarchial Clustering.-Approximate and Spectral Clustering for Network and Affinity Data. | Format: Paperback | Language/Sprache: english | 625 gr | 390 pp

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Core Concepts in Data Analysis: Summarization, Correlation and Visualization - Mirkin, Boris / Mirkin, B. G.
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Mirkin, Boris / Mirkin, B. G.:
Core Concepts in Data Analysis: Summarization, Correlation and Visualization - libri usati

ISBN: 9780857292865

ID: 12786688

"Core Concepts in Data Analysis: Summarization, Correlation and Visualization" provides in-depth descriptions of those data analysis approaches that either summarize data (principal component analysis and clustering, including hierarchical and network clustering) or correlate different aspects of data (decision trees, linear rules, neuron networks, and Bayes rule). Boris Mirkin takes an unconventional approach and introduces the concept of multivariate data summarization as a counterpart to conventional machine learning prediction schemes, utilizing techniques from statistics, data analysis, data mining, machine learning, computational intelligence, and information retrieval. Innovations following from his in-depth analysis of the models underlying summarization techniques are introduced, and applied to challenging issues such as the number of clusters, mixed scale data standardization, interpretation of the solutions, as well as relations between seemingly unrelated concepts: goodness-of-fit functions for classification trees and data standardization, spectral clustering and additive clustering, correlation and visualization of contingency data. The mathematical detail is encapsulated in the so-called "formulation" parts, whereas most material is delivered through "presentation" parts that explain the methods by applying them to small real-world data sets; concise "computation" parts inform of the algorithmic and coding issues. Four layers of active learning and self-study exercises are provided: worked examples, case studies, projects and questions. Core Concepts in Data Analysis: Summarization, Correlation and Visualization Mirkin, Boris / Mirkin, B. G., Springer

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Gebr. - Core Concepts in Data Analysis: Summarization, Correlation and Visualization: Undergraduate Topics in Computer Science
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Gebr. - Core Concepts in Data Analysis: Summarization, Correlation and Visualization: Undergraduate Topics in Computer Science - nuovo libro

2018, ISBN: 9780857292865

ID: f9f3b6c4c7b86e0d6f1c83b6b9a87e1d

Letzte Aktualisierung am: 22.05.2018 07:08:32 Binding: Taschenbuch, Edition: 2011, Label: Springer, Publisher: Springer, PackageQuantity: 1, medium: Taschenbuch, numberOfPages: 412, publicationDate: 2011-04-13, authors: Boris Mirkin, languages: english, ISBN: 0857292862 Bücher, Boris Mirkin -

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Gebr. - Core Concepts in Data Analysis: Summarization, Correlation and Visualization: Undergraduate Topics in Computer Science
libro esaurito
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Gebr. - Core Concepts in Data Analysis: Summarization, Correlation and Visualization: Undergraduate Topics in Computer Science - nuovo libro

2011, ISBN: 9780857292865

ID: f9f3b6c4c7b86e0d6f1c83b6b9a87e1d

Letzte Aktualisierung am: 16.10.18 09:39:17 Binding: Taschenbuch, Edition: 2011, Label: Springer, Publisher: Springer, PackageQuantity: 1, medium: Taschenbuch, numberOfPages: 412, publicationDate: 2011-04-13, authors: Boris Mirkin, languages: english, ISBN: 0857292862 Bücher, Boris Mirkin -

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Core Concepts in Data Analysis: Summarization, Correlation and Visualization als Buch von Boris Mirkin
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Core Concepts in Data Analysis: Summarization, Correlation and Visualization als Buch von Boris Mirkin - nuovo libro

2011, ISBN: 9780857292865

ID: 13754014

Core Concepts in Data Analysis: Summarization, Correlation and Visualization ab 33.99 EURO Undergraduate Topics in Computer Science. Auflage 2011 Medien > Bücher, Springer-Verlag GmbH

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EAN (ISBN-13): 9780857292865
ISBN (ISBN-10): 0857292862
Copertina rigida
Copertina flessibile
Anno di pubblicazione: 2011
Editore: Springer-Verlag GmbH
390 Pagine
Peso: 0,613 kg
Lingua: eng/Englisch

Libro nella banca dati dal 20.07.2009 06:46:52
libro trovato per l'ultima volta il19.10.2018 11:56:59
ISBN/EAN: 9780857292865

ISBN - Stili di scrittura alternativi:
0-85729-286-2, 978-0-85729-286-5


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