Verfügbarkeit: Computational methods for data analysis /

Computational methods for data analysis /:

This graduate text covers a variety of mathematical and statistical tools for the analysis of big data coming from biology, medicine and economics. Neural networks, Markov chains, tools from statistical physics and wavelet analysis are used to develop efficient computational algorithms, which are th...

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Bibliographische Detailangaben
Hauptverfasser:	Cattani, Carlo (VerfasserIn), Karaca, Yeliz (VerfasserIn)
Format:	Elektronisch E-Book
Sprache:	English
Veröffentlicht:	Berlin ; Boston : Walter de Gruyter GmbH, [2019]
Schriftenreihe:	De Gruyter STEM
Schlagworte:	Computational intelligence. Electronic data processing. Intelligence informatique. MATHEMATICS > Essays. MATHEMATICS > Pre-Calculus. MATHEMATICS > Reference. Computational intelligence Electronic data processing
Online-Zugang:	Volltext
Zusammenfassung:	This graduate text covers a variety of mathematical and statistical tools for the analysis of big data coming from biology, medicine and economics. Neural networks, Markov chains, tools from statistical physics and wavelet analysis are used to develop efficient computational algorithms, which are then used for the processing of real-life data using Matlab.
Beschreibung:	1 online resource
ISBN:	9783110493603 3110493608 9783110496369 3110496364

Internformat

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indexdate	2024-11-27T13:29:20Z
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isbn	9783110493603 3110493608 9783110496369 3110496364
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spelling	Cattani, Carlo, author. Computational methods for data analysis / Yeliz Karaca, Carlo Cattani. Berlin ; Boston : Walter de Gruyter GmbH, [2019] 1 online resource text txt rdacontent computer c rdamedia online resource cr rdacarrier text file PDF De Gruyter STEM Frontmatter -- Preface -- Acknowledgment -- Contents -- 1. Introduction -- 2. Dataset -- 3. Data preprocessing and model evaluation -- 4. Algorithms -- 5. Linear model and multilinear model -- 6. Decision Tree -- 7. Naive Bayesian classifier -- 8. Support vector machines algorithms -- 9. k-Nearest neighbor algorithm -- 10. Artificial neural networks algorithm -- 11. Fractal and multifractal methods with ANN -- Index In English. Online resource; title from digital title page (viewed on February 19, 2019). This graduate text covers a variety of mathematical and statistical tools for the analysis of big data coming from biology, medicine and economics. Neural networks, Markov chains, tools from statistical physics and wavelet analysis are used to develop efficient computational algorithms, which are then used for the processing of real-life data using Matlab. Computational intelligence. http://id.loc.gov/authorities/subjects/sh94004659 Electronic data processing. http://id.loc.gov/authorities/subjects/sh85042288 Intelligence informatique. MATHEMATICS Essays. bisacsh MATHEMATICS Pre-Calculus. bisacsh MATHEMATICS Reference. bisacsh Computational intelligence fast Electronic data processing fast Karaca, Yeliz, author. has work: Computational methods for data analysis (Text) https://id.oclc.org/worldcat/entity/E39PCG4wVX9GPv9rwyfWgkKVyd https://id.oclc.org/worldcat/ontology/hasWork Print version: 9783110493603 Print version: 9783110496352 FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=2012083 Volltext
spellingShingle	Cattani, Carlo Karaca, Yeliz Computational methods for data analysis / Frontmatter -- Preface -- Acknowledgment -- Contents -- 1. Introduction -- 2. Dataset -- 3. Data preprocessing and model evaluation -- 4. Algorithms -- 5. Linear model and multilinear model -- 6. Decision Tree -- 7. Naive Bayesian classifier -- 8. Support vector machines algorithms -- 9. k-Nearest neighbor algorithm -- 10. Artificial neural networks algorithm -- 11. Fractal and multifractal methods with ANN -- Index Computational intelligence. http://id.loc.gov/authorities/subjects/sh94004659 Electronic data processing. http://id.loc.gov/authorities/subjects/sh85042288 Intelligence informatique. MATHEMATICS Essays. bisacsh MATHEMATICS Pre-Calculus. bisacsh MATHEMATICS Reference. bisacsh Computational intelligence fast Electronic data processing fast
subject_GND	http://id.loc.gov/authorities/subjects/sh94004659 http://id.loc.gov/authorities/subjects/sh85042288
title	Computational methods for data analysis /
title_alt	Frontmatter -- Preface -- Acknowledgment -- Contents -- 1. Introduction -- 2. Dataset -- 3. Data preprocessing and model evaluation -- 4. Algorithms -- 5. Linear model and multilinear model -- 6. Decision Tree -- 7. Naive Bayesian classifier -- 8. Support vector machines algorithms -- 9. k-Nearest neighbor algorithm -- 10. Artificial neural networks algorithm -- 11. Fractal and multifractal methods with ANN -- Index
title_auth	Computational methods for data analysis /
title_exact_search	Computational methods for data analysis /
title_full	Computational methods for data analysis / Yeliz Karaca, Carlo Cattani.
title_fullStr	Computational methods for data analysis / Yeliz Karaca, Carlo Cattani.
title_full_unstemmed	Computational methods for data analysis / Yeliz Karaca, Carlo Cattani.
title_short	Computational methods for data analysis /
title_sort	computational methods for data analysis
topic	Computational intelligence. http://id.loc.gov/authorities/subjects/sh94004659 Electronic data processing. http://id.loc.gov/authorities/subjects/sh85042288 Intelligence informatique. MATHEMATICS Essays. bisacsh MATHEMATICS Pre-Calculus. bisacsh MATHEMATICS Reference. bisacsh Computational intelligence fast Electronic data processing fast
topic_facet	Computational intelligence. Electronic data processing. Intelligence informatique. MATHEMATICS Essays. MATHEMATICS Pre-Calculus. MATHEMATICS Reference. Computational intelligence Electronic data processing
url	https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=2012083
work_keys_str_mv	AT cattanicarlo computationalmethodsfordataanalysis AT karacayeliz computationalmethodsfordataanalysis

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