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Time Series and Networks Analysis : A hands-on approach (Matlab & Octave) / by Theodoros Karakasidis, Avraam Charakopoulos

By: Contributor(s): Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Publisher: Cham : Springer Nature Switzerland, 2025Publisher: Cham : Imprint: Springer, 2025Edition: 1st ed. 2025Description: 1 Online-Ressource(XI, 180 p. 171 illus., 166 illus. in color.)ISBN:
  • 9783031926280
Subject(s): Additional physical formats: 9783031926273 | 9783031926297 | 9783031926303 | Erscheint auch als: 9783031926273 Druck-Ausgabe | Erscheint auch als: 9783031926297 Druck-Ausgabe | Erscheint auch als: 9783031926303 Druck-AusgabeDDC classification:
  • 620.00151 23
DOI: DOI: 10.1007/978-3-031-92628-0Online resources: Summary: Introduction -- Time series statistics -- Time domain analysis -- Correlation and causality -- Clustering time series -- Nonlinear analysis -- Complex network time series -- Topological properties of networks -- Introduction to machine learning -- Unsupervised / Supervised method -- Machine learning and networks -- Analyzing large simulation results -- Examples of Experimental Data -- Examples of Field Measurement Data -- Examples of Finance Data.Summary: This textbook provides students with a hands-on introduction to time series analysis. Readers will learn the potential of the methods but also benefit from a step-by-step guide to apply them on simple data, as well as applications in real science in domains such as physics, environmental science, physics of fluids, simulation analysis etc. The authors emphasize application of the techniques and modern methodologies for time series analysis, using examples to demonstrate techniques introduced, including detailed, step-by-step solutions. Octave and Matlab are used as the computational environment for the applications, since the readers can find programs easily for many applications. The commands are clearly explained and the files are provided in the text and online. Offers textbook coverage of applied time series analysis; Introduces theory as necessary, while emphasizing application of the techniques and modern methodologies for time series analysis; Uses applied examples to demonstrate techniques introduced, including detailed, step-by-step solutions.PPN: PPN: 193145633XPackage identifier: Produktsigel: ZDB-2-SEB | ZDB-2-ENG | ZDB-2-SXE
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