Data Fitting and Uncertainty: A practical introduction to weighted least squares and beyond - Taschenbuch

EAN (ISBN-13): 9783834810229
ISBN (ISBN-10): 3834810223
Gebundene Ausgabe
Taschenbuch
Erscheinungsjahr: 2010
Herausgeber: Vieweg+Teubner Verlag
244 Seiten
Gewicht: 0,500 kg
Sprache: eng/Englisch

Buch in der Datenbank seit 2008-04-08T01:45:25+02:00 (Berlin)
Detailseite zuletzt geändert am 2024-01-09T16:16:15+01:00 (Berlin)
ISBN/EAN: 3834810223

ISBN - alternative Schreibweisen:
3-8348-1022-3, 978-3-8348-1022-9
Alternative Schreibweisen und verwandte Suchbegriffe:
Autor des Buches: tilo, strutz
Titel des Buches: data, about squares, and beyond

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Daten vom Verlag:

Autor/in: Tilo Strutz
Titel: Data Fitting and Uncertainty - A practical introduction to weighted least squares and beyond
Verlag: Vieweg+Teubner Verlag; Vieweg & Teubner
244 Seiten
Erscheinungsjahr: 2010-09-30
Wiesbaden; DE
Gedruckt / Hergestellt in Deutschland.
Gewicht: 0,495 kg
Sprache: Englisch
58,84 € (DE)
60,49 € (AT)
73,50 CHF (CH)
POD

BC; Book; Hardcover, Softcover / Technik/Elektronik, Elektrotechnik, Nachrichtentechnik; Elektronik, Nachrichtentechnik; Verstehen; Ingenieurwissenschaften; signal approximation; Model Parameters; data reduction; least squares; Estimation of Model Parameters; outlier detection; weighted least squares; regression analysis; Communications Engineering, Networks; B; Signal, Image and Speech Processing; Engineering; Professional/practitioner; BC; EA

The subject of data fitting bridges many disciplines, especially those traditionally dealing with statistics like physics, mathematics, engineering, biology, economy, or psychology, but also more recent fields like computer vision. This book addresses itself to engineers and computer scientists or corresponding undergraduates who are interested in data fitting by the method of least-squares approximation, but have no or only limited pre-knowledge in this field. Experienced readers will find in it new ideas or might appreciate the book as a useful work of reference. Familiarity with basic linear algebra is helpful though not essential as the book includes a self-contained introduction and presents the method in a logical and accessible fashion. The primary goal of the text is to explain how data fitting via least squares works. The reader will find that the emphasis of the book is on practical matters, not on theoretical problems. In addition, the book enables the reader to design own software implementations with application-specific model functions based on the comprehensive discussion of several examples. The text is accompanied with working source code in ANSI-C for fitting with weighted least squares including outlier detection. The content: Introduction to Data-Fitting Problems – Estimation of Model Parameters by Least-Squares – Weights and Outliers – Uncertainty of Results – Matrix Algebra – The Idea Behind Least Squares – Supplemental Tools and Methods Target Groups: engineers, computer scientists, physicists and software programmers undergraduates of engineering, computer science, physics About the author: Dr.-Ing. habil. Tilo Strutz is professor at Hochschule für Telekommunikation Leipzig (University of Applied Sciences, Deutsche Telekom AG). His expertise is ranging from general signal processing to image processing to data compression.
Fast guide to Data Fitting and Uncertainty; This book addresses itself to engineers and computer scientists or corresponding undergraduates who are interested in data fitting by the method of least-squares approximation, but have no or only limited pre-knowledge in this field. Experienced readers will find in it new ideas or might appreciate the book as a useful work of reference. Familiarity with basic linear algebra is helpful though not essential as the book includes a self-contained introduction and presents the method in a logical and accessible fashion. The primary goal of the text is to explain how data fitting via least squares works. The reader will find that the emphasis of the book is on practical matters, not on theoretical problems.