Self-Organising Maps

Beschreibung

Self-Organising Maps: Applications in Geographic Information Science brings together innovative geographic research involving use of the self-organising map (SOM) method. The range of applications in this book demonstrates how innovative artificial intelligence and neural network methods such as SOMs offer novel opportunities to geospatial experts and how these tools can be adapted for specific geographic needs. The book begins with an overview of the SOM technique and the most commonly used (and often freely available) software. It then looks at different uses of the technique, namely clustering, data mining, and cartography, from a range of application areas in physical and socio-economic environments. This book will be an invaluable reference to researchers in the field who are looking for a comprehensive overview of the subject, by providing a clear explanation and understanding of this novel technique. Advanced undergraduates and post-graduates undertaking a research project in GIScience techniques will also find this book useful. * A comprehensive overview of cutting-edge research on applying the classic SOM method to a range of GIScience applications. * Chapters cover a range of techniques including clustering and data mining and all include appropriate case studies to enhance understanding. * Presents balanced coverage of physical and socio-economic applications. * Includes contributions from leading international researchers in the field.
Self-Organising Maps: Applications in Geographic Information Science brings together innovative geographic research involving use of the self-organising map (SOM) method. The range of applications in this book demonstrates how innovative artificial intelligence and neural network methods such as SOMs offer novel opportunities to geospatial experts and how these tools can be adapted for specific geographic needs. The book begins with an overview of the SOM technique and the most commonly used (and often freely available) software. It then looks at different uses of the technique, namely clustering, data mining, and cartography, from a range of application areas in physical and socio-economic environments. This book will be an invaluable reference to researchers in the field who are looking for a comprehensive overview of the subject, by providing a clear explanation and understanding of this novel technique. Advanced undergraduates and post-graduates undertaking a research project in GIScience techniques will also find this book useful. * A comprehensive overview of cutting-edge research on applying the classic SOM method to a range of GIScience applications. * Chapters cover a range of techniques including clustering and data mining and all include appropriate case studies to enhance understanding. * Presents balanced coverage of physical and socio-economic applications. * Includes contributions from leading international researchers in the field.

Autor*in

Pragya Agarwal

Themen in »Self-Organising Maps«

Earth Sciences GIS & Remote Sensing GIS u. Fernerkundung GIS, Fernerkundung u. Kartographie GIS, Remote Sensing & Cartography Geographie Geography Geoinformationssystem Geowissenschaften

Stimmen zu »Self-Organising Maps«

Details

Link teilen