Improving prediction accuracy for acid sulfate soil mapping by means of variable selection

V Estévez; S Mattbäck; A Boman; A Beucher; KM Björk; P Österholm

doi:10.3389/fenvs.2023.1213069

Improving prediction accuracy for acid sulfate soil mapping by means of variable selection

V Estévez, S Mattbäck, A Boman, A Beucher, KM Björk, P Österholm

Geology and Mineralogy

Research output: Contribution to journal › Article › Scientific › peer-review

2 Citations (Scopus)

19 Downloads (Pure)

Original language	English
Article number	1213069
Number of pages	15
Journal	Frontiers in Environmental Science
Volume	11
DOIs	https://doi.org/10.3389/fenvs.2023.1213069
Publication status	Published - 14 Jul 2023
MoE publication type	A1 Journal article-refereed

Access to Document

10.3389/fenvs.2023.1213069

fenvs-11-1213069Final published version, 2.82 MBLicence: CC BY

https://urn.fi/URN:NBN:fi-fe202402086233

Cite this

@article{cd07c39bc02f497aafee3804ed129ab0,

title = "Improving prediction accuracy for acid sulfate soil mapping by means of variable selection",

keywords = "Acid sulfate soils, Digital soil mapping, Gradient boosting, Machine learning, Random forest, Variable selection",

author = "V Est{\'e}vez and S Mattb{\"a}ck and A Boman and A Beucher and KM Bj{\"o}rk and P {\"O}sterholm",

year = "2023",

month = jul,

day = "14",

doi = "10.3389/fenvs.2023.1213069",

language = "English",

volume = "11",

journal = "Frontiers in Environmental Science",

issn = "2296-665X",

publisher = "Frontiers Media",

}

TY - JOUR

T1 - Improving prediction accuracy for acid sulfate soil mapping by means of variable selection

AU - Estévez, V

AU - Mattbäck, S

AU - Boman, A

AU - Beucher, A

AU - Björk, KM

AU - Österholm, P

PY - 2023/7/14

Y1 - 2023/7/14

KW - Acid sulfate soils

KW - Digital soil mapping

KW - Gradient boosting

KW - Machine learning

KW - Random forest

KW - Variable selection

UR - https://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=aboakademi&SrcAuth=WosAPI&KeyUT=WOS:001039272900001&DestLinkType=FullRecord&DestApp=WOS

U2 - 10.3389/fenvs.2023.1213069

DO - 10.3389/fenvs.2023.1213069

M3 - Article

SN - 2296-665X

VL - 11

JO - Frontiers in Environmental Science

JF - Frontiers in Environmental Science

M1 - 1213069

ER -

Improving prediction accuracy for acid sulfate soil mapping by means of variable selection

Access to Document

Other files and links

Cite this