Intelligent data analysis. An introduction. 2. rev. and extended ed., corr. 2. print.

Sonst. Personen	Berthold, Michael (Hrsg.); Hand, David J. (Hrsg.)
Titel	Intelligent data analysis. An introduction. 2. rev. and extended ed., corr. 2. print.
Quelle	Berlin u.a.: Springer (2007), XI, 514 S. PDF als Volltext Link als defekt meldenVerfügbarkeit
Beigaben	grafische Darstellungen; Literatur- und URL-Angaben S. [475]-500
Zusatzinformation	Inhaltsverzeichnis
Sprache	englisch
Dokumenttyp	online; gedruckt; Monographie
ISBN	3-540-43060-1; 978-3-540-43060-5
DOI	10.1007/978-3-540-48625-1
Schlagwörter	Methodologie; Multivariate Analyse; Stochastik; Zeitreihenanalyse; Künstliche Intelligenz; Methodik; Computerprogramm; Programmierung; Datenanalyse; Regressionsanalyse; Visualisieren; Computerunterstütztes Verfahren; Anwendungsbeispiel; Modell; Statistische Methode; Ausrüstung
Abstract	This monograph is a detailed introductory presentation of the key classes of intelligent data analysis methods. The twelve coherently written chapters by leading experts provide complete coverage of the core issues. The first half of the book is devoted to the discussion of classical statistical issues, ranging from the basic concepts of probability, through general notions of inference, to advanced multivariate and time series methods, as well as a detailed discussion of the increasingly important Bayesian approaches and Support Vector Machines. The following chapters then concentrate on the area of machine learning and artificial intelligence and provide introductions into the topics of rule induction methods, neural networks, fuzzy logic, and stochastic search methods. The book concludes with a chapter on visualization and a higher-level overview of the IDA processes, which illustrates the breadth of application of the presented ideas. (DIPF/Verlag).
Erfasst von	DIPF \| Leibniz-Institut für Bildungsforschung und Bildungsinformation, Frankfurt am Main
Update	2011/1