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

Author:   Tilo Strutz
Publisher:   Springer Fachmedien Wiesbaden
Edition:   2nd revised and extended ed. 2016
ISBN:  

9783658114558


Pages:   281
Publication Date:   16 December 2015
Format:   Paperback
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Our Price $316.77 Quantity:  
Add to Cart

Share |

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


Add your own review!

Overview

The primary goal of this book is to provide a recipe explaining the functioning of data fitting via least squares and the emphasis here is on practical matters, not on theoretical problems. In addition, the book enables the reader to design own software implementation with application-specific model functions based on the comprehensive discussion of several examples. It includes a self-contained introduction and presents the method in a logical and accessible fashion. The subject of data fitting bridges many disciplines, especially those dealing traditionally with statistics as, for instance, physics, mathematics, engineering, biology, economy, or psychology, but also more recent fields as computer vision. This book is addressed to engineers and computer scientists or corresponding undergraduates, which 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 new details and interpretations or might appreciate the book as useful reference. The text is accompanied with working source code in ANSI-C for the fitting with weighted least squares including outlier detection.

Full Product Details

Author:   Tilo Strutz
Publisher:   Springer Fachmedien Wiesbaden
Imprint:   Springer Vieweg
Edition:   2nd revised and extended ed. 2016
Dimensions:   Width: 16.80cm , Height: 1.70cm , Length: 24.00cm
Weight:   5.662kg
ISBN:  

9783658114558


ISBN 10:   365811455
Pages:   281
Publication Date:   16 December 2015
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Paperback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.
Language:   English

Table of Contents

Framework of Least-Squares Method.- Introduction to Data-Fitting Problems.- Estimation of Model Parameters by the Method of Least Squares.- Weights and Outliers.- Uncertainty of Results.- Mathematics, Optimisation Methods, and Add ons.- Matrix Algebra.- The Idea behind Least Squares.- Supplemental Tools and Methods.- A Comparison of Approaches to Outlier Detection.- Implementation.

Reviews

Author Information

Dr.-Ing. habil. Tilo Strutz is professor at Leipzig University of Telecommunications (Deutsche Telekom). His expertise is ranging from general signal processing to special problems of image processing and data compression.

Tab Content 6

Author Website:  

Customer Reviews

Recent Reviews

No review item found!

Add your own review!

Countries Available

All regions
Latest Reading Guide

MRG2025CC

 

Shopping Cart
Your cart is empty
Shopping cart
Mailing List