Least Squares Data Fitting with Applications

Nonfiction, Science & Nature, Mathematics, Applied
Cover of the book Least Squares Data Fitting with Applications by Per Christian Hansen, Víctor Pereyra, Godela Scherer, Johns Hopkins University Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Per Christian Hansen, Víctor Pereyra, Godela Scherer ISBN: 9781421408583
Publisher: Johns Hopkins University Press Publication: January 15, 2013
Imprint: Language: English
Author: Per Christian Hansen, Víctor Pereyra, Godela Scherer
ISBN: 9781421408583
Publisher: Johns Hopkins University Press
Publication: January 15, 2013
Imprint:
Language: English

As one of the classical statistical regression techniques, and often the first to be taught to new students, least squares fitting can be a very effective tool in data analysis. Given measured data, we establish a relationship between independent and dependent variables so that we can use the data predictively. The main concern of Least Squares Data Fitting with Applications is how to do this on a computer with efficient and robust computational methods for linear and nonlinear relationships. The presentation also establishes a link between the statistical setting and the computational issues.

In a number of applications, the accuracy and efficiency of the least squares fit is central, and Per Christian Hansen, Víctor Pereyra, and Godela Scherer survey modern computational methods and illustrate them in fields ranging from engineering and environmental sciences to geophysics. Anyone working with problems of linear and nonlinear least squares fitting will find this book invaluable as a hands-on guide, with accessible text and carefully explained problems.

Included are
• an overview of computational methods together with their properties and advantages
• topics from statistical regression analysis that help readers to understand and evaluate the computed solutions
• many examples that illustrate the techniques and algorithms

Least Squares Data Fitting with Applications can be used as a textbook for advanced undergraduate or graduate courses and professionals in the sciences and in engineering.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

As one of the classical statistical regression techniques, and often the first to be taught to new students, least squares fitting can be a very effective tool in data analysis. Given measured data, we establish a relationship between independent and dependent variables so that we can use the data predictively. The main concern of Least Squares Data Fitting with Applications is how to do this on a computer with efficient and robust computational methods for linear and nonlinear relationships. The presentation also establishes a link between the statistical setting and the computational issues.

In a number of applications, the accuracy and efficiency of the least squares fit is central, and Per Christian Hansen, Víctor Pereyra, and Godela Scherer survey modern computational methods and illustrate them in fields ranging from engineering and environmental sciences to geophysics. Anyone working with problems of linear and nonlinear least squares fitting will find this book invaluable as a hands-on guide, with accessible text and carefully explained problems.

Included are
• an overview of computational methods together with their properties and advantages
• topics from statistical regression analysis that help readers to understand and evaluate the computed solutions
• many examples that illustrate the techniques and algorithms

Least Squares Data Fitting with Applications can be used as a textbook for advanced undergraduate or graduate courses and professionals in the sciences and in engineering.

More books from Johns Hopkins University Press

Cover of the book Living Safely, Aging Well by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Why Can't I Stop? by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Openness, Secrecy, Authorship by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Coal and Empire by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Scholars, Policymakers, and International Affairs by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Living with HHT by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Stream Fish Community Dynamics by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Black Soundscapes White Stages by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Revolution by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Democracy's Schools by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book The Inquisition in New Spain, 1536–1820 by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book The Expert Cook in Enlightenment France by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book The Myth of the Democratic Peacekeeper by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Confronting Chronic Pain by Per Christian Hansen, Víctor Pereyra, Godela Scherer
Cover of the book Cerebral Palsy by Per Christian Hansen, Víctor Pereyra, Godela Scherer
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy