Invited talks

@misc{Camps24aida,
	title        = {Hybrid and Causal ML in the Earth sciences},
	author       = {Gustau Camps-Valls},
	year         = 2024,
	month        = Jan,
	booktitle    = {Artificial Intelligence Doctoral Academy (AIDA) - Lecture Series},
	address      = {Online},
	pdf = {http://isp.uv.es/slides/Hybrid&Causal_16_01_2024_45min_v2_shorter.pdf},
	video = {https://www.i-aida.org/events/hybrid-causal-machine-learning-in-the-earth-sciences/},
}
@misc{Camps23cam,
	title        = {Living in the ML-Physics Interplay for the Earth sciences},
	author       = {Gustau Camps-Valls},
	year         = 2023,
	month        = nov,
	booktitle    = {Cambridge University - Dep. Engineering},
	address      = {Cambridge, UK},
	pdf = {http://isp.uv.es/slides/PAML_28_11_2023_45min.pdf},
	video = {https://www.youtube.com/watch?v=xcLL3GNi668&feature=youtu.be},
}
@misc{Camps23dm,
	title        = {Hybrid and Causal ML in the Earth sciences},
	author       = {Gustau Camps-Valls},
	year         = 2023,
	month        = nov,
	booktitle    = {Google Deepmind},
	address      = {London, UK},
	pdf = {http://isp.uv.es/slides/Hybrid&Causal_30_11_2023_45min_v2.pdf},
}

@inproceedings{camps23iahr,
title={AI for the Earth sciences}, 
author={Gustau Camps-Valls}, 
pdf = {http://isp.uv.es/slides/iahr23_AI4Earth_25min_v3.pdf},
Booktitle = {IAHR World Congress 2023}, 
Editor = {}, 
Address = {Vienna, Austria},
Organization = {}, 
Volume = {}, 
year={2023} }

@inproceedings{garcia23,
title={Evaluation of Dimensionality Reduction Approaches for Optical Water Type Classification using EnMAP}, 
author={Jorge García-Jimenez andJulia Amorós-López and Ana Belén Ruescas and Gustau Camps-Valls}, 
doi = {},
url={},
Booktitle = {Machine Learning And Data Analysis In Oceanography. 2023 edition of the Liège Colloquium}, 
Editor = {}, 
Address = {University of Liège, Place du XX-Août, 7 - 4000 Liège - Belgium},
Organization = {}, 
project = {}, 
Volume = {}, 
year={2023} }

@inproceedings{camps23acai,
title={Machine learning for modeling and understanding the Earth system}, 
author={Gustau Camps-Valls}, 
pdf = {http://isp.uv.es/slides/gustau_ml4earth_26_07_2023_3h.pdf},
Booktitle = {Summer school, ESSAI/ACAI 2023}, 
Editor = {}, 
Address = {Ljubljana, Slovenia},
Organization = {}, 
Volume = {}, 
year={2023} }

@inproceedings{camps23ibpria,
title={AI for Sustainable Earth Sciences}, 
author={Gustau Camps-Valls}, 
pdf = {http://isp.uv.es/slides/IBPRIA23_AI4Sustainability_45min.pdf},
Booktitle = {IbPRIA 2023}, 
Editor = {}, 
Address = {Alacant},
Organization = {}, 
Volume = {}, 
year={2023} }

@InProceedings{Camps23jurse,
Title                    = {{Advancing AI for Urban Sustainability}},
Author                   = {Gustau Camps-Valls},
project = {USMILE,XAIDA,FBBVA,DEEPCUBE,USMILE},
Booktitle                = {Joint Urban Remote Sensing Event},
Year                     = {2023},
url = {http://jurse2023.org/keynotes.html},
Address                  = {Heraklion Crete, Greece},
Month                    = {May}
}

@InProceedings{Camps23esa,
Title                    = {{Causal Inference for Disaster Management}},
Author                   = {Gustau Camps-Valls},
project = {USMILE,XAIDA,FBBVA,DEEPCUBE},
Booktitle                = {Workshop on AI for Disaster Management - ESA philab},
Year                     = {2023},
pdf = {http://isp.uv.es/slides/causal4disasters.pdf},
Address                  = {Frascati, Italy},
Month                    = {May}
}

@inproceedings{Camps23causalstats,
title={Graphs in State-Space Models for Granger Causality in Climate Science}, 
author={Gustau Camps-Valls}, 
doi = {},
url={},
Booktitle = {CausalStats23: When Causal Inference meets Statistical Analysis}, 
Editor = {}, 
Address = {Paris}, 
pdf = {http://isp.uv.es/slides/graphEM_causeme_2023.pdf},
Organization = {}, 
project = {USMILE,SCALE,CAUSEME}, 
Volume = {}, 
year={2023} }

@InProceedings{Camps23agenda,
Title                    = {{A collective AI agenda for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {Catalonia AI4EO Day},
Year                     = {2023},
pdf = {https://www.ieec.cat/content/media/announcements/en/1035},
Address                  = {Barcelona},
Month                    = {Feb}
}

@InProceedings{Camps23dte,
Title                    = {{The role of AI in Digital Twins}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {Winter 2022/2023 Workshop at Lorentz Center},
Year                     = {2023},
pdf = {http://isp.uv.es/slides/LorentzCenter_Leiden_2023_AI4DTE_v1.pdf},
Address                  = {Leiden, NL},
Month                    = {Feb}
}

@InProceedings{Camps22neurips,
Title                    = {{Physics-aware Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {NeurIPS 2022 - Workshop on Tackling Climate Change with Machine Learning},
Year                     = {2022},
pdf = {http://isp.uv.es/slides/2022_PhysicsML_CausalML_40min.pdf},
Address                  = {New Orleans},
Month                    = {Dec 2022}
}

@InProceedings{Camps22poly,
Title                    = {{Advancing AI for modeling and understanding the Earth system}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {Advancing AI for modeling and understanding the Earth system},
Year                     = {2022},
video = {https://www.youtube.com/watch?v=0YUFVhjrBn0},
pdf = {http://isp.uv.es/slides/E4C_2022_PhysicsML_XAI_Causality_2h_2parts.pdf},
Address                  = {E4C - Institut Polytechnique de Paris},
Month                    = {May 2022}
}

@InProceedings{Camps22imiracli,
Title                    = {{Advancing AI for modeling and understanding the Earth system}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {ETN iMIRACLI - Summer school},
Year                     = {2022},
pdf = {http://isp.uv.es/slides/gustau_ml4earth_20_09_2022.pdf},
Address                  = {Stockholm, Sweden},
Month                    = {September 2022}
}

@InProceedings{Camps22ituun,
Title                    = {{A collective agenda for AI on the Earth sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL,USMILE},
Booktitle                = {A collective agenda for AI on the Earth sciences - AI and Climate Science},
Year                     = {2022},
video = {https://www.youtube.com/watch?v=ts5XSYgcsiE},
pdf = {http://isp.uv.es/slides/UN-ITU-AI4GOOD_2022_AI_AGENDA_PhysicsML_XAI_CAUSALITY_45min.pdf},
Address                  = {Online talk - ITU-UN AI4Good seminar series},
Month                    = {February 2022}
}
@InProceedings{Camps21ml4rs,
Title                    = {{Physics-aware machine learning and causality for the Earth sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL,USMILE},
Booktitle                = {ML and Remote Sensing Discussion Group},
Year                     = {2021},
Address                  = {Online talk},
Month                    = {November 2021}
}
@InProceedings{Camps21kitp,
Title                    = {{Gaussianizing the Earth}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL,USMILE},
Booktitle                = {KITP Conference: Machine Learning for Climate},
Year                     = {2021},
Address                  = {Online talk},
pdf = {http://isp.uv.es/slides/kitp2021_rbig_gcamps.pdf},
video = {https://online.kitp.ucsb.edu/online/climate-c21/campsvalls/},
Month                    = {November 2021}
}
@InProceedings{Camps21un,
Title                    = {{Machine Learning for Earth and Climate Sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL,USMILE},
Booktitle                = {GIMM: Europe - Side Event. The challenge of GEOAI for Good & GEOAI for a Sustainable Europe},
Year                     = {2021},
pdf = {http://isp.uv.es/slides/UN_GIMM21_ML4EARTH_15min.pdf},
Address                  = {Online talk},
Month                    = {October 2021}
}
@InProceedings{Camps21phiweek,
Title                    = {{Interpretability and Causality in Earth Sciences (aka "fitting is not enough")}},
Author                   = {Gustau Camps-Valls},
project 		 = {SEDAL,USMILE},
Booktitle                = {ESA Phi-Week Workshop},
Year                     = {2021},
Address                  = {Online talk},
pdf = {http://isp.uv.es/slides/ESA_PHIWEEK_2021_XAI_Causality_15min.pdf},
Month                    = {September 2021}
}
@InProceedings{Camps21ccai,
Title                    = {{Physics-aware Machine Learning for the Earth sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL,USMILE},
Booktitle                = {Climate Change AI - Machine Learning for Earth and Climate Sciences},
Year                     = {2021},
Address                  = {Online talk, https://www.climatechange.ai/},
pdf = {https://www.youtube.com/watch?v=-dpA75KU8Pg},
Month                    = {September 2021}
}

@InProceedings{Camps21maclean,
Title                    = {{Advances in Machine Learning for Modelling and Understanding in Earth Sciences}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {MACLEAN workshop},
Year                     = {2021},
Address                  = {Online talk},
pdf = {http://isp.uv.es/slides/MACLEAN21_PhysicsMLinterplay_XAI_Causality_1h.pdf},
Month                    = {September 2021}
}

@InProceedings{Camps21dl_grssitaly,
Title                    = {{Advances in Machine Learning for Modelling and Understanding in Earth Sciences}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {IEEE GRSS - Italian chapter},
Year                     = {2021},
Address                  = {Online talk, Italy},
url                     = {https://www.youtube.com/watch?v=8262BYuWVUU},
Month                    = {Jan 21 2021}
}

@InProceedings{Camps21_uthz,
Title                    = {{Living in the Physics and Machine Learning Interplay for the Earth Sciences}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {UTHZ Seminar series},
Year                     = {2021},
Address                  = {Online talk, Zurich},
url                     = {},
Month                    = {May 2021}
}

@InProceedings{Camps21_oceanix,
Title                    = {{Physics-aware Interpretable Machine learning in the Earth sciences}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {OCEANIX Seminar series},
Year                     = {2021},
Address                  = {Online talk, France},
url                     = {https://www.youtube.com/watch?v=PLuT0Yznvhg},
Month                    = {May 19th 2021}
}

@InProceedings{Camps21_mppl,
Title                    = {{Physics Aware Machine Learning for the Earth Sciences}},
Author                   = {Gustau Camps-Valls},
project = {USMILE},
Booktitle                = {MPML Seminar series - ELLIS seminar},
Year                     = {2021},
Address                  = {Online talk, Lisboa},
url                     = {https://mpml.tecnico.ulisboa.pt/seminars?recent},
Month                    = {May 28th 2021}
}

@InProceedings{CampsValls21DeepCube,
      title={{DeepCube: Explainable AI Pipelines for Big Copernicus data}}, 
      author={Ioannis Papoutsis and Alkyoni Baglatzi and Souzana Touloumtzi and Markus Reichstein and Nuno Carvalhais and Fabian Gans and Gustau Camps-Valls and Maria Piles and Theofilos Kakantousis and Jim Dowling and Manolis Koubarakis and Dimitris Bilidas and Despina-Athanasia Pantazi and George Stamoulis and Christophe Demange and Leo-Gad Journel and Marco Bianchi and Chiara Gervasi and Alessio Rucci and Ioannis Tsampoulatidis and Eleni Kamateri and Tarek Habib and Alejandro Díaz Bolívar and Zisoula Ntasiou and Anastasios Paschalis},
Booktitle                = {BiDS Big Data from Space}, 
Address                  = {Online Everywhere, https://www.bigdatafromspace2021.org/},
month = {May},
      year={2021},
      url={http://cgi.di.uoa.gr/~koubarak/publications/2021/BIDS21_paper54.pdf},
}

@InProceedings{CampsValls20phiweek,
Title                    = {{Living in the Physics and Machine Learning Interplay - An AI agenda with examples for the DTE}},
Author                   = {Gustau Camps-Valls},
Booktitle                = {The ESA Phi-week 2020},
Year                     = {2020},
video = {https://livestream.com/esa/phiweek2020/videos/211492628},
pdf = {http://isp.uv.es/slides/PHIWEEK20_PhysicsMLinterplay.pdf},
Address                  = {ESA-ESRIN, Italy},
project = {SEDAL},
Month                    = {28-30 September 2020.}
}

@inproceedings{CampsValls20physicsaware,
title = {Living in the Physics -- Machine Learning Interplay for Earth Observation},
doi = {},
booktitle = {AAAI Fall Series 2020 Symposium on Physics-guided AI for Accelerating Scientific Discovery},
author = {Camps-Valls, G. and Svendsen, D. H. and Cortes-Andres, J. and Moreno-Martínez, A. and Pérez-Suay, A. and Adsuara, J. and Martin, I. and Piles, M. and Muñoz-Marí, J. and Martino, L.},
month = {},
year = {2020},
note = {},
pages = {},
Address = {},
project = {SEDAL,KERMES},
}

@inproceedings{CampsValls2020igarss_hybridxai,
title = {Advancing Deep Learning For Earth Sciences: From Hybrid Modeling To Interpretability},
doi = {},
booktitle = {{IGARSS} 2020 - 2020 {IEEE} {International} {Geoscience} and {Remote} {Sensing} {Symposium}},
author = {Camps-Valls, G. and Reichstein, M. and Zhu, Z. and Tuia, D.},
month = {Jul},
year = {2020},
video = {http://isp.uv.es/videos/AdvancesDL-2020-07-09_11-38-45.mkv},
pdf = {http://isp.uv.es/slides/AdvancesDL.pdf},
project = {SEDAL},
Address = {Waikoloa, Hawaii, USA}
}

@InProceedings{johnson2020mlse,
      title={{Gaussianization for Earth - An Information Theoretic Perspective}}, 
      author={Emmanuel J. Johnson},
Booktitle                = {Machine Learning for Science and Engineering (MLSE) 2020}, 
Address                  = {Online Everywhere, https://www.mlse2020.com/earth},
pdf = {http://isp.uv.es/slides/mlse20_PhysicsMLinterplay.pdf},
month = {Dec},
      year={2020},
      video={},
}
@InProceedings{campsvalls2020mlse,
      title={{How to Surf the Physics and Machine Learning Interplay}}, 
      author={Gustau Camps-Valls},
Booktitle                = {Machine Learning for Science and Engineering (MLSE) 2020}, 
Address                  = {Online Everywhere, https://www.mlse2020.com/earth},
month = {Dec},
      year={2020},
      video={https://www.youtube.com/watch?v=NmMufP_qDz8},
}

@InProceedings{campsvalls2020ingarss,
      title={{Living in the Physics-Machine learning interplay for earth observation}}, 
      author={Gustau Camps-Valls},
Booktitle                = {InGARSS 2020}, 
Address                  = {Online Everywhere, https://www.ingarss2020.org/},
month = {Dec},
      year={2020},
      video={https://www.ingarss2020.org/},
}
@InProceedings{CampsValls20phiweek,
Title                    = {{Living in the Physics and Machine Learning Interplay - An AI agenda with examples for the DTE}},
Author                   = {Gustau Camps-Valls},
Booktitle                = {The ESA Phi-week 2020},
Year                     = {2020},
video = {https://livestream.com/esa/phiweek2020/videos/211492628},
pdf = {http://isp.uv.es/slides/PHIWEEK20_PhysicsMLinterplay.pdf},
Address                  = {ESA-ESRIN, Italy},
project = {SEDAL},
Month                    = {28-30 September 2020.}
}

@InProceedings{campsvalls2020dtu,
      title={{Advances in Machine Learning for Earth Sciences}}, 
      author={Gustau Camps-Valls},
Booktitle                = {Sustainable AI in practice 2020}, 
pdf = {http://isp.uv.es/slides/AdvancesML4EO_20min.pdf},
Address                  = {Online Everywhere, https://www.conferencemanager.dk/sustainableai/conference/},
month = {Dec},
      year={2020},
}

@InProceedings{Camps20UZH,
Title                    = {{Advances in Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {Dept Geography -- University of Zurich, Switzerland},
Year                     = {2020},
Address                  = {Dept Geography -- University of Zurich, Switzerland},
URL                     = {https://www.geo.uzh.ch/en/units/rsl/events.html},
Month                    = {April 7, 2020}
}

@InProceedings{Camps20UGent,
Title                    = {{Advances in Machine Learning for Earth Sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {UGent Data Science Seminar -- University of Ghent, Belgium},
Year                     = {2020},
Address                  = {UGent Data Science Seminar -- University of Ghent, Belgium},
URL                     = {https://www.meetup.com/UgentDSS/events/268501329/},
Month                    = {February 11, 2020}
}

@InProceedings{Camps20BSC,
Title                    = {{Advances in Machine learning for Modelling and Understanding in Earth Sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {Severo Ochoa Research Seminars -- Barcelona Supercomputing Center (BSC), Barcelona},
Year                     = {2020},
Address                  = {Severo Ochoa Research Seminars -- Barcelona Supercomputing Center (BSC), Barcelona},
URL                     = {https://www.bsc.es/research-and-development/research-seminars/sors-advances-machine-learning-modelling-and-understanding-earth-sciences},
doi = {https://upcommons.upc.edu/handle/2117/330962},
Month                    = {1/Jan/2020}
}

@InProceedings{Camps19Berlin,
Title                    = {{Multivariate Gaussianization: Information Bottleneck and Flows}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {Technical University of Berlin, Germany},
Year                     = {2019},
Address                  = {Technical University of Berlin, Germany},
Month                    = {29 October 2019}
}

@InProceedings{Moreno19Google,
Title                    = {{HISTARFM: High spatial resolution land products from Landsat reflectance time series in GEE}},
Author                   = {Álvaro Moreno},
Booktitle                = {eo for Good 2019, Google, SF},
Year                     = {2019},
Address                  = {Geo for Good 2019, Google, SF},
Month                    = {18 September 2019}
}

@InProceedings{Camps19Wageningen,
Title                    = {{Physics-aware Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {https://www.wur.nl/en/Research-Results/Chair-groups/Environmental-Sciences/Laboratory-of-Geo-information-Science-and-Remote-Sensing/Show/Earth-Observations-and-Terrestrial-Carbon-Cycling.htm},
Year                     = {2019},
Address                  = {Wageningen University and Research, Wageningen, The Netherlands},
Month                    = {20 September 2019}
}

@InProceedings{Camps19Kolkata,
Title                    = {{Towards Physics-aware Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {Indian Statistical Institute, Kalkota, India},
Year                     = {2019},
Address                  = {Indian Statistical Institute, Kalkota, India},
Month                    = {2 July 2019}
}

@InProceedings{Camps19Bangalore,
Title                    = {{Physics-aware Machine Learning and Causal Inferece in Earth and Climate Sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {ISI, Bangalore, India},
Year                     = {2019},
Address                  = {ISI, Bangalore, India},
Month                    = {2 July 2019}
}

@InProceedings{Camps19Ahmedabad,
Title                    = {{Advances in Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {CEPT, Ahmedabad, India},
Year                     = {2019},
Address                  = {CEPT, Ahmedabad, India},
Month                    = {27 June 2019}
}

@InProceedings{Camps19Mumbai,
Title                    = {{New Machine Learning for Earth and Climate Sciences}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {ISI, Mumbai, India},
Year                     = {2019},
Address                  = {ISI, Mumbai, India},
Month                    = {25 June 2019}
}

@InProceedings{Camps19LPS,
Title                    = {{Revisiting global teleconnections of ENSO over soils and vegetation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {ESA Living Planet Symposium, 2019},
Year                     = {2019},
Address                  = {ESA Living Planet Symposium, 2019},
Month                    = {15 May 2019}
}

@InProceedings{Camps19EGU,
Title                    = {{Learning nonlinear feature representations from Earth data}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {EGU},
Year                     = {2019},
Address                  = {EGU 2019},
Month                    = {3 Apr 2019}
}

@InProceedings{Camps19BIDS,
Title                    = {{Advances in Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {},
Year                     = {2019},
Address                  = {ESA BIDs 2019},
Month                    = {20 Feb 2019}
}

@InProceedings{Camps19Cavanilles,
Title                    = {{Machine Learning for Earth Observation}},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Booktitle                = {Cavanilles Institute of Biodiversity and Evolutionary Biology},
Year                     = {2019},
Address                  = {Cavanilles Institute of Biodiversity and Evolutionary Biology, Valencia},
Month                    = {21 March 2019}
}

@InProceedings{Piles19Lband,
Title                    = {{Copernicus Imaging Microwave Radiometer (CIMR) Land Science and Products}},
Author                   = {Maria Piles},
Booktitle                = {Low-Frequency Microwave Continuity Workshop - JPL, USA},
Year                     = {2019},
Address                  = {Low-Frequency Microwave Continuity Workshop - JPL, USA},
Month                    = {6-7 March 2019}
}

@InProceedings{Ruescas18phiweekHyperlabelme,
Title                    = {{HyperLabelMe: Benchmarking Image Classifiers}},
Author                   = {Ana Ruescas, Jordi Muñoz-Marí, Luis Gómez-Chova, Gonzalo Mateo-García, Emma Izquiedo, Manuel Campos, <b>Gustau Camps-Valls</b>},
Booktitle                = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy},
Year                     = {2018},
Address                  = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}
@InProceedings{Camps18phiweekPhysics,
Title                    = {{Physics-aware And Explainable Machine Learning}},
Author                   = {<b>Gustau Camps-Valls</b>, Luis Gómez-Chova, Daniel Svendsen, Diego Bueso, Luca Martino, Adrián Pérez, Maria Piles,  Valero Laparra,  Ana Ruescas},
Booktitle                = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy},
Year                     = {2018},
Address                  = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}
@InProceedings{Camps18phiweekESDC,
Title                    = {{Statistical Distillation of the Earth System Data Cube}},
Author                   = {Gustau Camps-Valls, Juan Johnson, Valero Laparra, Diego Bueso, Gunnar Brandt, Norman Fomferra, Hans Permana and Miguel Mahecha},
Booktitle                = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy},
Year                     = {2018},
Address                  = {The Phi-week - EO Open Science and Future EO - ESA-ESRIN, Italy},
Month                    = {12-16 November 2018}
}

@InProceedings{CampsValls18oxfordworkshop,
Title                    = {Machine Learning for Climate: 15 ways to leave your lover},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Machine Learning and Climate Workshop 2018 - Oxford, UK},
month                    = {October, 31st - November 1st},
Url                      = {}
}

@InProceedings{CampsValls18bristol,
Title                    = {From sparsity to Gaussianization in neural networks},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Department of Engineering Mathematics, University of Bristol, UK},
month                    = {October, 30th},
pdf = {http://isp.uv.es/slides/},
Url                      = {}
}

@InProceedings{CampsValls18imperial,
Title                    = {Physics-driven Gaussian Processes for Earth Observation},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Data Science Institute, Grantham Institute, Imperial College London, UK},
month                    = {October, 29th},
pdf = {http://isp.uv.es/slides/imperial2018_gcamps_3x4.pdf},
Url                      = {http://www3.imperial.ac.uk/newsandeventspggrp/imperialcollege/engineering/datascienceinstitute/eventssummary/event_19-10-2018-13-7-58}
}

@InProceedings{CampsValls18kic,
Title                    = {Machine learning for Earth Observation},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Climathon KIC. Tackling Water Innovation Challenges. Role of Copernicus EO products. Universitat de València},
month                    = {October, 26th},
Url                      = {https://climathon.climate-kic.org/en/burjassot}
}

@InProceedings{CampsValls18dg,
Title                    = {Neural networks, Gaussianization, and information distillation},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Digital Globe, Denver, US},
month                    = {September},
pdf = {http://isp.uv.es/slides/dg_gcamps_2018.pdf},
Url                      = {}
}

@InProceedings{CampsValls18dlabs,
Title                    = {Unsupervised Deep Networks: Sparsity, Gaussianization, and the information bottleneck},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Descartes Labs, Santa Fe, US},
month                    = {September},
pdf = {http://isp.uv.es/slides/dlabs_gcamps_2018.pdf},
Url                      = {}
}

@InProceedings{CampsValls18ci,
Title                    = {Unsupervised Deep Feature Learning with Sparse Codes and Gaussianization},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Climate Informatics 2018, NCAR, Boulder, US},
month                    = {September},
pdf = {http://isp.uv.es/slides/ci_gcamps_2018.pdf},
Url                      = {}
}

@InProceedings{CampsValls18csu,
Title                    = {Unsupervised Deep Networks: Neural networks, Gaussianization, and information distillation},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Maths department, Colorado State University, Fort Collins, US},
month                    = {September},
pdf = {http://isp.uv.es/slides/csu_gcamps_2018.pdf},
Url                      = {}
}

@InProceedings{CampsValls18ox,
Title                    = {Gaussianization, Independence, Fairness},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2018},
Address                  = {Oxford, Dep. Statistics},
month                    = {July},
pdf = {http://isp.uv.es/slides/oxford2018_gcamps.pdf},
Url                      = {}
}

@InProceedings{CampsValls17DLcampinas,
Title                    = {Machine Learning in Remote Sensing},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2017},
Address                  = {IEEE Distinguished Lecturer - Campinas, Brasil},
month                    = {November},
pdf = {http://isp.uv.es/slides/DL_gcamps.pdf},
Url                      = {}
}

@InProceedings{CampsValls17DLrio,
Title                    = {Advanced Machine Learning for Biophysical Parameter Retrieval},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2017},
Address                  = {IEEE Distinguished Lecturer - Rio de Janeiro, Brasil},
month                    = {November},
Url                      = {}
}

@InProceedings{CampsValls17wageningen,
Title                    = {Open problems in remote sensing},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2017},
Address                = {Causality in Complex Systems - Amsterdam Soesterberg, The Netherlands},
month                    = {27-30 June},
Url                      = {}
}

@InProceedings{CampsValls17agu_gps,
Title                    = {Large Scale {G}aussian Processes for Atmospheric Parameter Retrieval and Cloud Screening},
Author                   = {G. Camps-Valls and L. G\'omez-Chova and G. Mateo and V. Laparra and Adrián Pérez-Suay and J. Muñoz-Marí},
Booktitle                = {American Geophysical Union (AGU) Fall meeting 2017},
Year                     = {2017},
Address                  = {New Orleans, USA, 11-15 December 2017},
}

@InProceedings{CampsValls17agu_emula,
Title                    = {Advanced Machine Learning Emulators of Radiative Transfer Models},
Author                   = {G. Camps-Valls and J. Verrelst and L. Martino and J. Vicent},
Booktitle                = {American Geophysical Union (AGU) Fall meeting 2017},
Year                     = {2017},
Address                  = {New Orleans, USA, 11-15 December 2017},
}

@InProceedings{CampsValls17agu_wood,
Title                    = {Mapping wood density globally using remote sensing and climatological data},
Author                   = {A. Moreno-Martínez and G. Camps-Valls and N. Carvalhais and J. Kattge and N. Robinson and M. Reichstein and B. Allred and S.W. Running},
Booktitle                = {American Geophysical Union (AGU) Fall meeting 2017},
Year                     = {2017},
Address                  = {New Orleans, USA, 11-15 December 2017},
}

@InProceedings{CampsValls17scia,
Title                    = {Physics-Aware Gaussian Processes for Earth Observation},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2017},
Address                = {SCIA17 - Troms\o, Norway},
month                    = {12-14 June},
pdf = {http://isp.uv.es/slides/scia2017_gcamps_v2_16x9_light.pdf},
Url                      = {https://link.springer.com/chapter/10.1007/978-3-319-59129-2_18}
}

@InProceedings{CampsValls17baci,
Title                    = {Physics-aware machine learning for biophysical parameter retrieval},
Author                   = {Gustau Camps-Valls},
project = {SEDAL},
Year                     = {2017},
Address                = {BACI meeting - Jena, Germany},
month                    = {19-21 June},
Url                      = {http://baci-h2020.eu}
}

@inproceedings{CampsValls17fluxcom,
Title                    = {Potential of Machine Learning for FLUXCOM upscaling},
Author                   = {Camps-Valls, G.},
Year                     = {2017},
Address                  = {MPI BGC - FLUXCOM workshop. Jena, Germany, May 2017}
}

@inproceedings{CampsValls17egu,
Title                    = {Vegetation Monitoring with Gaussian Processes and Latent Force Models},
Author                   = {Camps-Valls, G.},
Year                     = {2017},
pdf = {http://isp.uv.es/slides/egu2017_gcamps_v2_4x3},
Address                  = {EGU17 - Vienna, Austria, 23-28 April 2017}
}

@inproceedings{CampsValls17lfmearsl,
Title                    = {Latent Force Models for Model-Data Integration in Vegetation Monitoring},
Author                   = {Martino, L. and Luengo, D. and Camps-Valls, G.},
address                  = {10th EARSeL SIG Imaging Spectroscopy Workshop},
Year                     = {2017},
Address                  = {EARSeL17 - 19-21 April 2017, University of Zurich (Switzerland)}
}

@inproceedings{CampsValls16cms,
author = {Camps-Valls, G.},
title = {Monitoring Vegetation From Space with Gaussian Processes and Latent Force Models},
address = {9th International Conference on Computational and Methodological Statistics, CMStatistics, Sevilla, Spain}, 
pdf = {http://isp.uv.es/slides/cmstatistics2016_gcamps_v1.pdf},
year = {2016},
month = {December},
} 
@inproceedings{CampsValls16tumdlr,
author = {Camps-Valls, G.},
title = {Machine learning for Remote Sensing},
address = {TUM-DLR Summer School, Munich, Germany},
url = {},
year = {2016}
}
@inproceedings{CampsValls16ist,
author = {Camps-Valls, G.},
title = {Semisupervised manifold alignment with kernels},
address = {Institute of Science and Technology Austria},
url = {},
year = {2016}
}
@inproceedings{CampsValls16uam,
author = {Camps-Valls, G.},
title = {Domain Adaptation with the Kernel Manifold Alignment},
address = {Computer Science Dep. Universidad Autonoma de Madrid, Spain},
url = {http://www.uam.es/ss/Satellite/EscuelaPolitecnica/es/la-escuela-2/agenda/evento/detalle/seminarios-de-investigacion-en-ingenieria-informatica-y-de-telecomunicacion-2016-2017--domain-adapta.htm},
year = {2016}
}

@inproceedings{CampsValls15cablab,
author = {Camps-Valls, G.},
title = {The role of modern machine learning in Earth observation},
year = {2015},
address = {CABLAB: Exploring the Earth System Data Cube, MPI-Biogeochemistry,
Jena, Germany},
url = {http://earthsystemdatacube.net/}
}

@inproceedings{CampsValls15cvpr,
author = {Camps-Valls, G.},
title = {Monitoring Earth Climate Variables with Statistical Inference},
year = {2015},
pdf = {http://isp.uv.es/slides/cvpr2015_gcamps_v2_web.pdf},
address = {CVPR EarthVision Workshop, Boston, USA},
url = {http://www.grss-ieee.org/earthvision2015/}
}

@inproceedings{CampsValls15ecml,
author = {Camps-Valls, G.},
title = {Learning Structures in Earth Observation Data with Gaussian Processes},
year = {2015},
pdf = {http://isp.uv.es/slides/ecml2015_gcamps_v1.pdf},
address = {ECML Time series Workshop, Porto, Portugal},
url = {http://ama.liglab.fr/aaltd_ecml2015/}
}

@inproceedings{CampsValls15statlearn,
author = {Camps-Valls, G.},
title = {Kernel manifold alignment},
year = {2015},
address = {StatLearn conference, Grenoble, France},
url = {http://statlearn.sfds.asso.fr/statlearn15/}
}

@inproceedings{Malo15,
author = {J. Malo},
title = {Visual Illusions: Sometimes it is better not to see the truth!},
year = {2015},
address = {IAPR IbPRIA 2015, Santiago de Compostela, Spain}
}

@inproceedings{Malo15b,
author = {J. Malo and E. Simoncelli.},
title = {Geometrical and Statistical Properties of Vision Models obtained
via MAximum Differentation},
year = {2015},
address = {SPIE Human Vision and Electronic Imaging 15', San Francisco, USA}
}

@inproceedings{CampsValls14esa,
author = {Camps-Valls, G.},
title = {Hyperspectral image processing},
year = {2014},
address = {5th ESA Advanced Training Course on Land Remote Sensing. 8-12 September
2014, University of Valencia, Valencia, Spain},
url = {http://www.esa.int/spaceinvideos/Videos/2014/12/LAND_TRAINING_COURSE_2014_HYPERSPECTRAL_LIDAR}
}

@inproceedings{CampsValls14siu,
author = {Camps-Valls, G.},
title = {Advances in Kernel Methods for Remote Sensing Image Processing},
year = {2014},
pdf = {http://isp.uv.es/slides/trabzon2014_gcamps.pdf},
address = {Keynote speaker at the SIU conference, Trabzon, Turkey}
}

@inproceedings{CampsValls14whisperstutorial,
author = {Camps-Valls, G.},
title = {Kernel methods for hyperspectral image processing},
year = {2014},
address = {6th Workshop on Hyperspectral Image and Signal Processing: Evolution
in Remote Sensing. 24-27 June, 2014, Lausanne, Switzerland}
}

@inproceedings{Malo14,
author = {J. Malo},
title = {Computational Visual Neuroscience: New Perspectives from Statistical
Learning},
year = {2014},
address = {IEEE Intercon 14, Arequipa, Perú}
}

@inproceedings{CampsValls13ima,
author = {Camps-Valls, G.},
title = {Back to the 60s: Kernel Methods to Deep Neural Networks in Remote
Sensing Data Processing},
year = {2013},
address = {IMA Hot Topics Workshop - Imaging in Geospatial Applications, University
of Minnessota, USA},
url = {https://www.ima.umn.edu/2013-2014/SW9.23-26.13/}
}

@inproceedings{CampsValls13jena,
author = {Camps-Valls, G.},
title = {Recent machine learning developments for remote sensing data processing},
year = {2013},
address = {MPI for Biogeochemistry, Jena, Germany},
url = {https://www.bgc-jena.mpg.de/}
}

@inproceedings{CampsValls13nobim,
author = {Camps-Valls, G.},
title = {Advances in Kernel Image Processing},
year = {2013},
address = {Keynote speaker at the Conference on Image Processing and Pattern
Recognition, NOBIM. Oslo, Norway},
url = {http://www.nobim.no/}
}

@inproceedings{Laparra13,
author = {V. Laparra and J. Malo},
title = {Phase in images: a summary of statistical facts},
year = {2013},
address = {Redwood Center for Theoretical Neuroscience, Berkeley Univ., USA}
}

@inproceedings{Malo13,
author = {J. Malo and W. Kong and E. Simoncelli},
title = {Fitting multi-layer models using MAximum Differentation (MAD)},
year = {2013},
address = {MIT Comp. Sci. Artif. Intell., Boston, USA}
}

@inproceedings{CampsValls11cvc,
author = {Camps-Valls, G.},
title = {Iterative Gaussianization Framework for Image Processing},
year = {2012},
address = {Computer Vision Center, Barcelona},
url = {http://www.cvc.uab.es/?m=201101}
}

@inproceedings{CampsValls12bourn,
author = {Camps-Valls, G.},
title = {Extended Kernel Methods},
year = {2012},
address = {Computing and Informatics Seminars, Univ. Bournemouth, UK},
url = {https://www1.bournemouth.ac.uk/}
}

@inproceedings{CampsValls12cvc,
author = {Camps-Valls, G.},
title = {Kernel Signal-To-Noise Ratio for Machine Learning},
year = {2012},
address = {Computer Vision Center, Barcelona},
url = {http://www.cvc.uab.es/?p=406}
}

@inproceedings{CampsValls12epfl,
author = {Camps-Valls, G.},
title = {Statistical Learning in Earth Monitoring},
year = {2012},
address = {Environmental Engineering Series, EPFL, Lausanne, Switzerland},
url = {http://memento.epfl.ch/event/statistical-learning-in-earth-monitoring/}
}

@inproceedings{CampsValls12nice,
author = {Camps-Valls, G.},
title = {Multivariate Gaussianization for data processing},
year = {2012},
address = {MAHI workshop. Univ. Nice Sophia-Antipolis, F. Laboratoire Joseph-Louis
Lagrange, Nice, France},
url = {https://www-n.oca.eu/aferrari/MAHI/prog12.html}
}

@inproceedings{CampsValls11spie,
author = {Camps-Valls, G.},
title = {SVM for remote sensing image classification: tricks of the trade},
year = {2011},
address = {Keynote speaker at the SPIE Conf. on signal and image processing.
Prague, Czech Rep.},
url = {http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=1269849}
}

@inproceedings{CampsValls09grenoble,
author = {Camps-Valls, G.},
title = {Iterative Gaussianization Framework},
year = {2009},
address = {GIPSA lab: Grenoble Inst. Tech (France)},
url = {http://www.gipsa-lab.grenoble-inp.fr/animation/seminaires.php?id_sem=194}
}

@inproceedings{CampsValls09tubingen,
author = {Camps-Valls, G.},
title = {Natural Image Relations in Denoising},
year = {2009},
address = {MPI for Biological Cybernetics, Tübingen, Germany},
url = {http://www.jmlr.org/papers/volume11/laparra10a/laparra10a.pdf}
}

@inproceedings{CampsValls09tubingen2,
author = {Camps-Valls, G.},
title = {Natural Image Relations in Kernel-based Image Denoising},
year = {2009},
address = {Max Planck Institute for Biological Cybernetics, Tübingen, Germany},
url = {http://www.jmlr.org/papers/volume11/laparra10a/laparra10a.pdf}
}

@inproceedings{CampsValls08unil,
author = {Camps-Valls, G.},
title = {Kernel Classifiers in Remote Sensing},
year = {2008},
address = {University of Lausanne, Switzerland, 2008},
url = {http://www.unil.ch/central/en/home.html}
}

@inproceedings{Malo08,
author = {V. Laparra and J. Malo},
title = {Color and Luminance Discrimination by Non-Linear PCA},
year = {2008},
address = {Computational Vision and Neuroscience symposium}
}

@inproceedings{Malo08b,
author = {V. Laparra and J. Malo},
title = {Masking-like Non-Linearities from Non-linear PCA},
year = {2008},
address = {GRC Conference: Sensory Coding and The Natural Environment}
}

@inproceedings{CampsValls07itn,
author = {Camps-Valls, G.},
title = {Kernel-based Data Fusion},
year = {2007},
address = {ITN network: HYPER-I-NET School on Hyperspectral Imaging. Cáceres,
Spain},
url = {http://hyperinet.multimediacampus.it/images/Camps.pdf}
}

@inproceedings{CampsValls06sbc,
author = {Camps-Valls, G.},
title = {Kernel methods in Bioinformatics},
year = {2006},
address = {Stockholm Bioinformatics Center (SBC). Stockholm, Sweden},
url = {https://www.sbc.su.se/seminars/sem2006.html}
}

@inproceedings{CampsValls05mpi,
author = {Camps-Valls, G.},
title = {Kernel Methods in Remote Sensing: Introduction, Applications and
Research Opportunities},
year = {2005},
address = {Max Planck Institute (Tübingen, Germany)}
}

@inproceedings{Malo04,
author = {J. Malo and J. Gutiérrez and J. Rovira},
title = {Perturbation Analysis of the Changes in V1 Receptive Fields due to
Context},
year = {2004},
address = {Gordon Research Conference: Sensory Coding and the Natural Environment.
Oxford, UK}
}