Machine Learning for Spatial Environmental Data

Theory, Applications and Software

Mikhail Kanevski, Alexei Pozdnoukhov, Vadim Timonin (Autoren)

Buch | Softcover

392 Seiten

2026
Presses Polytechniques et Universitaires Romandes (Verlag)
978-2-940222-24-7 (ISBN)

Noch nicht erschienen (ca. Januar 2026)
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The book presents the state of the art in machine learning algorithms (artificial neural networks of different architectures, support vector machines, etc.) as applied to the classification and mapping of spatially distributed environmental data. Basic geostatistical algorithms are presented as well. New trends in machine learning and their application to spatial data are given, and real case studies based on environmental and pollution data are carried out. The book provides a CD-ROM with the Machine Learning Office software, including sample sets of data, that will allow both students and researchers to put the concepts rapidly to practice.

Erscheinungsdatum	24.10.2024
Sprache	englisch
Maße	16 x 24 mm
Einbandart	Paperback
Themenwelt	Informatik ► Office Programme ► Outlook
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Schlagworte	Environmental Engineering
ISBN-10	2-940222-24-X / 294022224X
ISBN-13	978-2-940222-24-7 / 9782940222247
Zustand	Neuware