Prognose von Wohnungseinbrüchen mit Hilfe von Machine-Learning-Algorithmen
Language: German
Published by Springer Fachmedien Wiesbaden, Springer Fachmedien Wiesbaden Mai 2022, 2022
- Softcover
- New
Seller: BuchWeltWeit Ludwig Meier e.K., Bergisch Gladbach, GermanyBuchWeltWeit Ludwig Meier e.K.
AbeBooks seller since January 11, 2012
Condition: New
£ 61.98
Quantity: 2 available
Add to basketItem description from seller
This item is printed on demand - it takes 3-4 days longer - Neuware -Das Buch beschäftigt sich mit der Möglichkeit der Prognose von Wohnungseinbrüchen mit Hilfe von Machine-Learning-Verfahren. Die Analyse beschränkt sich auf die Fragestellung, ob nach einem erfolgten Wohnungseinbruch mit einer Nachfolgetat, den sog. Near-Repeats, zu rechnen ist. Dabei wird untersucht, welche Faktoren zu guten Prognoseergebnissen beitragen. Zur Verfügung stehen Daten zu Wohnungseinbrüchen aus Baden-Württemberg aus den Jahren 2010 bis 2017. Ergänzt werden die polizeilichen Daten um geografische Daten, die den Tatort beschreiben. Hiermit wird geprüft, ob kriminalgeografische Faktoren gute Indikatoren zur Prognose von Wohnungseinbrüchen, genauer gesagt Near-Repeats, darstellen. Als Machine-Learning-Verfahren kommen die Verfahren Random Forest, XGBoost, Support Vector Machines, Neuronale Netze und ein Soft-Voting der Modelle zum Einsatz. Mit Hilfe dieser Verfahren kann eine Präzision der Prognosen von über 60% erreicht werden. Es wird außerdem erstmalig gezeigt, dass auch Prognosen für den ländlichen Raum möglich sind. 108 pp. Deutsch.…
Seller Inventory # 9783658376598
- Title
- Prognose von Wohnungseinbrüchen mit Hilfe von Machine-Learning-Algorithmen
- Author
- Daniel Haake
- Publisher
- Springer Fachmedien Wiesbaden, Springer Fachmedien Wiesbaden Mai 2022
- Publication year
- 2022
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- German
- ISBN 10
- 3658376597
- ISBN 13
- 9783658376598
- Item weight
- 152 grams
- Dimensions
- 210x148x7 mm
"Synopsis" may belong to another edition of this title.
About the Author
"About the title" may belong to another edition of this title.
BuchWeltWeit Ludwig Meier e.K.
Bergisch Gladbach, Germany
AbeBooks seller since January 11, 2012
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