Blogposts

Using Latent Force Models to encode domain knowledge in Gaussian Process Regression

Blog post focused on explaining the key idea in the paper "Integrating Domain Knowledge in Data-driven Earth Observation with Process Convolutions".

Modelling multiple data sources with Gaussian Process

Post about using gaussian processes to model multiple data sources while focusing on a main data source.

Temporal community detection in large social network

This is the work I did on the sensibleDTU dataset, using the infomap community detection algorithm. It has cool d3 visualizations!

Mindmaps

This is an idea I had the other day about visualizing the literature reviews done by a PhD student, or anybody for that matter.

Publications

Svendsen, D. H., Martino, L., & Camps-Valls, G. (2020). Active emulation of computer codes with Gaussian processes–Application to remote sensing. Pattern Recognition, 100, 107103.


Camps-Valls, G., Gómez-Chova, L., Laparra, V., Martino, L., Mateo-García, G., Muñoz-Marí, J., Svendsen, D. H., & Verrelst, J. (2020). Statistical biophysical parameter retrieval and emulation with Gaussian processes. In Data Handling in Science and Technology (Vol. 32, pp. 333-368). Elsevier.

Svendsen, D. H., Morales-Álvarez, P., Molina, R., & Camps-Valls, G. (2018). Deep Gaussian Processes for Geophysical Parameter Retrieval. In IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium (pp. 6175-6178). IEEE.


Svendsen, D. H., Martino, L., & Camps-Valls, G. Multioutput automatic emulator for radiative transfer models. In IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium (pp. 4019-4022). IEEE.


Camps-Valls, G., Martino, L., Svendsen, D. H., Campos-Taberner, M., Muñoz-Marí, J., Laparra, V., Svendsen, D. H., & García-Haro, F. J. (2018). Physics-aware Gaussian processes in remote sensing. Applied Soft Computing, 68, 69-82.

Svendsen, D. H., Martino, L., Campos-Taberner, M., García-Haro, F. J., & Camps-Valls, G. (2017). Joint Gaussian processes for biophysical parameter retrieval. IEEE Transactions on Geoscience and Remote Sensing, 56(3), 1718-1727.