Remote Sensing Image Classification in R

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Sprache: Englisch

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Beschreibung

This book offers an introduction to remotely sensed image processing and classification in R using machine learning algorithms. It also provides a concise and practical reference tutorial, which equips readers to immediately start using the software platform and R packages for image processing and classification.

This book is divided into five chapters. Chapter 1 introduces remote sensing digital image processing in R, while chapter 2 covers pre-processing. Chapter 3 focuses on image transformation, and chapter 4 addresses image classification. Lastly, chapter 5 deals with improving image classification.

R is advantageous in that it is open source software, available free of charge and includes several useful features that are not available in commercial software packages. This book benefits all undergraduate and graduate students, researchers, university teachers and other remote- sensing practitioners interested in the practical implementation of remote sensing in R.

Über den Autor

Courage Kamusoko is a senior researcher at the Asia Air Survey, Japan. His expertise includes land use/cover change modeling, and the design and implementation of geospatial database management systems. His primary research interests are the analysis of remotely sensed images, land use/cover modeling, and machine learning. In addition to his focus on geospatial research and consultancy, he has also taught practical machine learning for geospatial analysis and modeling.

Zusammenfassung

Is a one-stop reference book on remote sensing image processing and classification, machine learning and R

Provides a desktop step-by-step reference tutorial, which helps readers to learn quickly

Is based on the free and open source software R

Inhaltsverzeichnis

Dedication.- Preface.- Acknowledgements.- Acronyms and Abbreviations.- Chapter 1. Remote sensing Digital Image Processing in R.- Chapter 2. Pre-processing.- Chapter 3. Image Transformation,etc.

Details

Erscheinungsjahr:	2019
Fachbereich:	Geografie
Genre:	Geowissenschaften
Rubrik:	Naturwissenschaften & Technik
Medium:	Buch
Reihe:	Springer Geography
Inhalt:	xviii 189 S. 306 s/w Illustr. 53 farbige Illustr. 189 p. 359 illus. 53 illus. in color.
ISBN-13:	9789811380112
ISBN-10:	9811380112
Sprache:	Englisch
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Kamusoko, Courage
Auflage:	1st ed. 2019
Hersteller:	Springer Singapore Springer Nature Singapore Springer Geography
Maße:	241 x 160 x 17 mm
Von/Mit:	Courage Kamusoko
Erscheinungsdatum:	15.08.2019
Gewicht:	0,483 kg

Artikel-ID: 116056656