Staff

Marco Baity Jesi

Dr. Marco Baity Jesi

Group Leader (he/him)

Department Systems Analysis, Integrated Assessment and Modelling

About Me

Head of the group Data Science for Environmental Research, at the  Department of Systems Analysis, Integrated Assessment and Modelling.


Check out my external website.


I use machine learning and statistical physics methods to address problems with large available datasets, and which involve a large number of interacting agents. I am also interested in the interaction between dynamics and energy / loss function landscape in systems with a large number of variables, ranging from toy models to deep neural networks.


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Projects

We compare invasions in aquatic and terrestrial ecosystems primarily at large (national) spatial scales and among several higher-level taxa (insects, molluscs, crustaceans, all major vertebrate classes, and plants).

Contrasting patterns and processes of biological invasions in blue versus green ecosystems
We test a big data workflow for understanding and predicting plankton dynamics using monitoring data.

Plankifier
Deep Neural Networks (DNNs) have shown empirical performance but they are still nevertheless a black-box function modeling data

Universal Aspects of Deep Neural Networks
Activated dynamics is a very slow process that takes place on exponentially large time scales. Usually it is associated to barrier hopping.

Entropic Activation
Community detection consists of extracting the affinity between agents of a system, which is extracted from quantities such as the frequency of interactions.

Exposure

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Curriculum Vitae

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Address

E-Mail: marco.baityjesi@eawag.ch
Phone: +41 58 765 5793
Fax: +41 58 765 5802
Address: Eawag
Überlandstrasse 133
8600 Dübendorf
Office: FC D03
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Expert on

modeling, Computational methods, machine learning, data science

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Research Group

Data Science for Environmental Research

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