Data Science for the Future





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Summary:

Life, earth and spatial sciences as well as humanities are impacted by the flood of digital data that is generated by technological advances. The two sessions of the workshop will be devoted, on the one hand, to the presentation of original data science methods applied to geophysical, spatial and biological data and, on the other hand, to the challenges raised by the data in digital humanities.

Detailed programme:

Monday 3 June - Data Science for Life Science and Earth, Space and Environmental Science
10:30am - 12:30pm Data science applied to Earth, Space, Environmental, and Health Sciences
Chairman: Michaël Blum

10:30 - 11:15 Data challenges for accelerating the uptake of Data Science in disciplinary fields
- Carlos Gomez, Junior researcher - Univ. Grenoble Alpes
- Magali Richard, CNRS Research Associate - TIMC-IMAG, Univ. Grenoble Alpes


11h15 - 12h30 Posters of projects funded by Grenoble Alpes Data Institute
12:30pm - 2pm Lunch
2pm - 4pm Accelerating research in Earth Space and Environmental Sciences with Data Science algorithms
Chairman: Julien Le Sommer

2:00 - 2:30 Data assimilation as a deep learning tool to uncover the dynamics of models
- Marc Bocquet, Senior researcher and deputy director - CEREA, Ecole des Ponts ParisTech and EDF R&D

2:30 - 2:50 Academic Data Science, reflections and lessons learn
- Carlos Gomez, Junior researcher - Univ. Grenoble Alpes

2:50 - 3:10 Deep Learning for the Processing of Hyperspectral Data: Over a Decade of History
- Jocelyn Chanussot, Professor and researcher - GIPSA-lab, Univ. Grenoble Alpes

3:10 - 3:30 Physical Oceanography meets Deep Learning: Forecasting Ocean Variables
- Redouane Lguensat, Post-doctoral researcher - IGE, Univ. Grenoble Alpes

3:30 -3:50 Identification and filtering of the chaotic ocean variability by Machine Learning
- Thierry Penduff, Research Scientist in physical oceanography - CNRS
Tuesday 4 June - Data and Digital Humanities
10:30am - 12:30pm Chairman: Lucie Albaret

Producing SSH Data
- Thomas Lebarbé, Professor - Litt&Arts, Univ. Grenoble Alpes
- Célia Marion, Engineer assistant - Univ. Grenoble Alpes
- Patrick Guillou, First web developer - Univ. Grenoble Alpes
- Sylvain Hatier, New web developer - Univ. Grenoble Alpes
- Elisabeth Greslou, UGA Research Engineer - Litt&Arts, Univ. Grenoble Alpes
- Anne Garcia-Fernandez, CNRS Research Engineer - Litt&Arts, Univ. Grenoble Alpes
- Arnaud Bey, UGA Engineer - Litt&Arts, Univ. Grenoble Alpes


Exploiting SHS research data
- Marine Riguet, Junior researcher - LabEx OBVIL (Observatoire de la vie littéraire), Sorbonne University, Paris
12:30pm - 2pm Lunch
2pm - 4pm Chairman: Thomas Lebarbé

2:00 - 3:00 History and textual data science
- Francesco Beretta, CNRS Research Fellow - LARHRA, Univ. Grenoble Alpes, University of Lyon
- Vincent Alamercery, Engineer - LARHRA, Univ. Grenoble Alpes, University of Lyon


SHS datas and legal aspects
- Emilie Masson, Data Protection Officer - GDPR (General Data Protection Regulation), CNRS

Main speakers:

Vincent AlamerceryVincent Alamercery
R&D Engineer - UMR LARHRA, UGA, University of Lyon

 Vincent Alamercery coordinates the scientific projects of the Digital History Research Team of the UMR LARHRA. He co-directs the symogih.org project and is a founding member of the Data for History consortium. His activities include digital history, modeling and ontology.
Francesco BerettaFrancesco Beretta
CNRS Research Fellow - LARHRA, Univ. Grenoble Alpes, University of Lyon

Francesco Beretta is head of the Digital history Research Team of the UMR LARHRA. In parallel with his research on intellectual history, he contributes to the development of semantic methods and technologies for historical research.
Marc BocquetMarc Bocquet
Senior researcher and deputy director - CEREA, Ecole des Ponts ParisTech and EDF R&D

Marc Bocquet is senior researcher and deputy director of CEREA, a joint laboratory of Ecole des Ponts ParisTech and EdF R&D, and Professor at Ecole des Ponts ParisTech. He works in the field of data assimilation and inverse problems in the geosciences, as well as in environmental statistics. He develops new mathematical methods to better estimate the state of the atmosphere and the ocean, and their constituents, using large sets of observations and complex models. He is Associate Editor for the Quarterly Journal of the Royal Meteorological Society and a Fellow of the European Centre for Medium-Range Weather Forecasts.
Jocelyn ChanussotJocelyn Chanussot
Professor and researcher - GIPSA-lab, Univ. Grenoble Alpes

Jocelyn Chanussot is a Professor of signal and image processing at the Grenoble Institute of Technology. He is an Associate Editor of the IEEE Transactions on Image Processing and the IEEE Transactions on Geoscience and Remote Sensing. He is the former Editor in Chief of the IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. He is the founder and general chair of the IEEE GRSS Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS). He is an IEEE Fellow and honorary member of the Institut Universitaire de France. His research interests include hyperspectral remote sensing, multimodal data fusion and artificial intelligence.
Carlos GomezCarlos Gomez
Junior researcher - Univ. Grenoble Alpes

Carlos Alberto Gomez Gonzalez holds a junior research chair at the Grenoble Alpes Data Institute since 2017. He works on the development of machine learning techniques for the exploitation of multi-dimensional datasets, common in fields such as Astrophysics and Geophysics. He is currently based at the Institute of Planetology and Astrophysics of Grenoble (IPAG).
Redouane LguensatRedouane Lguensat
Post-doctoral researcher - IGE, Univ. Grenoble Alpes

Redouane Lguensat received both an Engineering degree in IT from IMT Atlantique (former Télécom Bretagne), and a Master of research in Image Processing from Rennes I University, France, in 2014. He received his PhD degree in Computer Vision applied to Ocean Remote Sensing in 2017 from IMT Atlantique, Brest, France. Currently he is pursuing a CNES funded Postdoc at Institut des Géosciences et de l’Environnement in Grenoble, where he investigates to what extent the use of Deep Learning techniques can be beneficial to physical oceanography and ocean remote sensing.
Emilie Masson
Data Protection Officer - GDPR (General Data Protection Regulation), CNRS

Emilie Masson has been a lawyer with the CNRS Data Protection Service since its inception. She assists researchers in bringing their projects into compliance with the GDPR while ensuring an awareness and training mission of the staff. She also deals with the too many breaches of personal data as a result of computer abuse or wrong practices of those in charge of data processing. Her session will focus not only on GDPR but also on other legal aspects of digital research projects in the humanities and social sciences.
Thierry PenduffThierry Penduff
Research Scientist in physical oceanography - CNRS

Thierry Penduff is a CNRS Senior Scientist (Directeur de Recherches), and head of the MultiscalE Ocean Modelling (MEOM) team at the Institut des Géosciences de l’Environnement (IGE) in Grenoble. Using large ensembles of global ocean simulations, he is studying the constraint exerted by the atmospheric variability on the spontaneously chaotic ocean variability. Identifying the chaotic and deterministic part of the observed variability will help detecting the imprint of climate change on the real ocean.
Magali Richard
Magali Richard
CNRS Research Associate - TIMC-IMAG, Univ. Grenoble Alpes

Magali Richard is a computational biologist specialized in experimental and theoritical genetics.
Marine RiguetMarine Riguet
Junior researcher - LabEx OBVIL (Observatoire de la vie littéraire), Sorbonne University, Paris

Marine Riguet defended in 2018 an interdisciplinary thesis La littérature laboratoire (1850-1914): quand la critique littéraire défie la science (Sorbonne University). Her research is at the intersection of literature and history of science. At the same time, she is working in the field of digital humanities and on the poetics of Pierre Jean Jouve.
TACT Project Team
Thomas Lebarbé, Célia Marion, Patrick Guillou, Sylvain Hatier, Elisabeth Greslou, Anna Garcia-Fernadez, Arnaud Bey - ELAN, Litt&Arts, UGA and  Démarre SHS!, UGA

ELAN and Démarre SHS! have developed a contributive transcription platform - TACT - that allows the transcription and modeling of digitized documents.