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¿ukasz Pawlik is a geographer, geomorphologist, and data scientist. His research encompasses abroad range of topics, from analyses of spatial and soil data, climate time series, geochemistry of fossil deposits, and radiocarbon dating. A majority of his projects and teaching activities at the university are heavily built on and supported by multiple R functionalities, including existing packages, custom functions, and R Markdown documents.
Chapter 1: Introduction.- Chapter 2: R for data science – Functionality and basic concepts.- Chapter 3: Soil data structure, properties, and visualization.- Chapter 4: Geochemistry of fossil deposits and climate reconstructions based on proxy data.- Chapter 5: Climate time series.- Chapter 6: Geomorphic data and geomorphometry analyses.- Chapter 7: Dating the past with the radiocarbon method.- Chapter 8: Global tectonics and earthquake dynamics – From data to visualization.- Chapter 9: Land and forest cover change mapping.- Chapter 10: Extreme climate event modeling and prediction with machine learning methods.- Chapter 11: Knowledge in the cloud – LiDAR point cloud data.- Chapter 12: Dynamic visualization and animation.- Chapter 13: Final comments, conclusions, and data science perspective.
Erscheinungsjahr: | 2025 |
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Fachbereich: | Allgemeines |
Genre: | Geowissenschaften, Mathematik, Medizin, Naturwissenschaften, Technik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Buch |
Inhalt: |
xiv
174 S. 31 s/w Illustr. 91 farbige Illustr. 174 p. 122 illus. 91 illus. in color. |
ISBN-13: | 9783031896729 |
ISBN-10: | 3031896726 |
Sprache: | Englisch |
Einband: | Gebunden |
Autor: | Pawlik, ¿Ukasz |
Hersteller: |
Springer Nature Switzerland
Springer International Publishing AG |
Verantwortliche Person für die EU: | Springer Verlag GmbH, Tiergartenstr. 17, D-69121 Heidelberg, juergen.hartmann@springer.com |
Maße: | 285 x 215 x 16 mm |
Von/Mit: | ¿Ukasz Pawlik |
Erscheinungsdatum: | 01.07.2025 |
Gewicht: | 0,725 kg |