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Items: 5

1.

Deep learning and process understanding for data-driven Earth system science.

Reichstein M, Camps-Valls G, Stevens B, Jung M, Denzler J, Carvalhais N, Prabhat.

Nature. 2019 Feb;566(7743):195-204. doi: 10.1038/s41586-019-0912-1. Epub 2019 Feb 13. Review.

PMID:
30760912
2.

Compensatory water effects link yearly global land CO2 sink changes to temperature.

Jung M, Reichstein M, Schwalm CR, Huntingford C, Sitch S, Ahlström A, Arneth A, Camps-Valls G, Ciais P, Friedlingstein P, Gans F, Ichii K, Jain AK, Kato E, Papale D, Poulter B, Raduly B, Rödenbeck C, Tramontana G, Viovy N, Wang YP, Weber U, Zaehle S, Zeng N.

Nature. 2017 Jan 26;541(7638):516-520. doi: 10.1038/nature20780. Epub 2017 Jan 16.

PMID:
28092919
3.

Optimized Kernel Entropy Components.

Izquierdo-Verdiguier E, Laparra V, Jenssen R, Gomez-Chova L, Camps-Valls G.

IEEE Trans Neural Netw Learn Syst. 2017 Jun;28(6):1466-1472. doi: 10.1109/TNNLS.2016.2530403. Epub 2016 Feb 25.

PMID:
26930695
4.

Kernel Manifold Alignment for Domain Adaptation.

Tuia D, Camps-Valls G.

PLoS One. 2016 Feb 12;11(2):e0148655. doi: 10.1371/journal.pone.0148655. eCollection 2016.

5.

Principal polynomial analysis.

Laparra V, Jiménez S, Tuia D, Camps-Valls G, Malo J.

Int J Neural Syst. 2014 Nov;24(7):1440007. doi: 10.1142/S0129065714400073. Epub 2014 Aug 17.

PMID:
25164247

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