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undergraduate thesis
Statistička analiza podataka o tlu
Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. urn:nbn:hr:168:116406
Habjanec, Petra
University of Zagreb
Faculty of Electrical Engineering and Computing

Institutional repository: FER Repository

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Habjanec, P. (2024). Statistička analiza podataka o tlu (Undergraduate thesis). Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing. Retrieved from https://urn.nsk.hr/urn:nbn:hr:168:116406

Habjanec, Petra. "Statistička analiza podataka o tlu." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:116406

Habjanec, Petra. "Statistička analiza podataka o tlu." Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, 2024. https://urn.nsk.hr/urn:nbn:hr:168:116406

Habjanec, P. (2024). 'Statistička analiza podataka o tlu', Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, accessed 01 January 2025, https://urn.nsk.hr/urn:nbn:hr:168:116406

Habjanec P. Statistička analiza podataka o tlu [Undergraduate thesis]. Zagreb: University of Zagreb, Faculty of Electrical Engineering and Computing; 2024 [cited 2025 January 01] Available at: https://urn.nsk.hr/urn:nbn:hr:168:116406

P. Habjanec, "Statistička analiza podataka o tlu", Undergraduate thesis, University of Zagreb, Faculty of Electrical Engineering and Computing, Zagreb, 2024. Available at: https://urn.nsk.hr/urn:nbn:hr:168:116406

Metadata
TitleStatistička analiza podataka o tlu
Title (english)Statistical exploration and inference on the soil dataset
AuthorPetra Habjanec
MentorMarina Bagić Babac (mentor)
Committee memberMarina Bagić Babac (predsjednik povjerenstva)
Committee memberMihael Kovač (član povjerenstva)
Committee memberKristijan Poje (član povjerenstva)
GranterUniversity of Zagreb
Faculty of Electrical Engineering and Computing
Zagreb
Defense date and country2024-07-08, Croatia
Scientific / art field,
discipline and subdiscipline		TECHNICAL SCIENCES
Computing
Abstract
Ovo istraživanje ispituje odnos između svojstava, njihovog zemljopisnog položaja i tipova pokrova zemljišta u Europi koristeći podatke iz LUCAS baze podataka o tlu. Korištenjem Kruskal-Wallis testova i Conoverovih post-hoc uparenih testova, istraženo je postoje li razlike u svojstvima tla između tipova pokrova zemljišta i između zemljopisnih regija. Različiti statistički modeli i tehnike, uključujući K-Neighbours regresor, Radius Neighbours regresor, Ridge regresiju i Random Forest regresiju, korišteni su za predviđanje ovih odnosa. Rezultati pokazuju da svojstva tla značajno utječu na tipove pokrova, dok geoprostorni podaci poboljšavaju robusnost predikcija. Analiza ima implikacije za istraživanje okoliša, upravljanje zemljištima i poljoprivrednim praksama te bi moglo usmjeriti razvoj politika za iste.
Abstract (english)
This research study examines the relationship between soil properties, geographical location and land cover types in Europe using the data from LUCAS Soil Database. Using Kruskal Wallis tests and post-hoc Conover’s pairwise tests we have explored if there are differences in soil properties between land cover types and between geographical regions. Various statistical models and regression techniques, including K-Neighbours Regressor, Radius Neighbours Regression, Ridge Regression, and Random Forest Regression were used to predict these relationships. The findings indicate that soil properties significantly influence land cover types. Geospatial data improved the robustness of the predictions. The study has implications for environmental research, land management, and agricultural practices and could guide the development of related policies.
Keywords
Keywords (english)
Languageenglish
URN:NBNurn:nbn:hr:168:116406
Study programmeTitle: Computing
Study programme type: university
Study level: undergraduate
Academic / professional title: sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva (sveučilišni/a prvostupnik/ prvostupnica (baccalaureus/baccalaurea) inženjer/inženjerka računarstva)
Type of resourceText
File originBorn digital
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Created on2024-10-12 20:46:08