Postdoc Positions ERC Advanced Grant E-DUALITY

Katholieke Universiteit Leuven

Description

Postdoc positions ERC Advanced Grant E-DUALITY

(ref. BAP-2021-572)

Last modification : Tuesday, July 6, 2021

The research group KU Leuven ESAT-STADIUS is currently offering 2 Postdoc (1 year, extendable) positions within the framework of the ERC (European Research Council) Advanced Grant E-DUALITY https:// www. esat.kuleuven.be/stadius/E (PI: Johan Suykens) on Exploring Duality for Future Data-driven Modelling. Within this ERC project E-DUALITY we aim at realizing a powerful and unifying framework (including e.g. kernel methods, support vector machines, deep learning, networks, tensor-based models and others) for handling different system complexity levels, obtaining optimal model representations and designing efficient algorithms. The research positions relate to the following possible topics: -1- Duality principles -2- Multiple data sources and coupling schemes -3- Manifold learning and semi- supervised schemes -4- Optimal prediction schemes -5- Scalability, on-line updating, interpretation and visualization -6- Mathematical foundations -7- Matching model to system characteristics The research group ESAT-STADIUS https:// www. esat.kuleuven.be/stadius at the university KU Leuven Belgium provides an excellent research environment being active in the broad area of mathematical engineering, including data-driven modelling, neural networks and machine learning, nonlinear systems and complex networks, optimization, systems and control, signal processing, bioinformatics and biomedicine.

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Responsibilities

  researcher within the ERC advanced grant team

  publishing in high quality journals and conference proceedings

  presenting at international conferences, workshops and other events

Profile

  highly motivated researcher

  solid mathematical background

Offer

  postdoc position (1 year, extendable)

  stimulating research environment

  nice working environment at ESAT, located next to the Arenberg castle

Interested?

The research will be conducted under the supervision of Prof. Johan Suykens. Interested candidates having a solid mathematical background and PhD degree can on-line apply by including CV and motivation letter. For further information on these positions you may contact johan . suykens at esat . kuleuven . be.

KU Leuven seeks to foster an environment where all talents can flourish, regardless of gender, age, cultural background, nationality or impairments. If you have any questions relating to accessibility or support, please contact us at diversiteit.HR@kuleuven.be.

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