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A spatiotemporal ensemble machine learning framework for generating land use/land cover time-series maps for Europe (2000-2019) based on LUCAS, CORINE and GLAD Landsat.
Witjes M, Parente L, van Diemen CJ, Hengl T, Landa M, Brodský L, Halounova L, Križan J, Antonić L, Ilie CM, Craciunescu V, Kilibarda M, Antonijević O, Glušica L. Witjes M, et al. Among authors: parente l. PeerJ. 2022 Jul 21;10:e13573. doi: 10.7717/peerj.13573. eCollection 2022. PeerJ. 2022. PMID: 35891647 Free PMC article.
Rapid expansion of human impact on natural land in South America since 1985.
Zalles V, Hansen MC, Potapov PV, Parker D, Stehman SV, Pickens AH, Parente LL, Ferreira LG, Song XP, Hernandez-Serna A, Kommareddy I. Zalles V, et al. Among authors: parente ll. Sci Adv. 2021 Apr 2;7(14):eabg1620. doi: 10.1126/sciadv.abg1620. Print 2021 Apr. Sci Adv. 2021. PMID: 33811082 Free article.
African soil properties and nutrients mapped at 30 m spatial resolution using two-scale ensemble machine learning.
Hengl T, Miller MAE, Križan J, Shepherd KD, Sila A, Kilibarda M, Antonijević O, Glušica L, Dobermann A, Haefele SM, McGrath SP, Acquah GE, Collinson J, Parente L, Sheykhmousa M, Saito K, Johnson JM, Chamberlin J, Silatsa FBT, Yemefack M, Wendt J, MacMillan RA, Wheeler I, Crouch J. Hengl T, et al. Among authors: parente l. Sci Rep. 2021 Mar 17;11(1):6130. doi: 10.1038/s41598-021-85639-y. Sci Rep. 2021. PMID: 33731749 Free PMC article.