Research projects
Here you can find a collection of research projects with involvement of DAI members.
Current Research Projects (5)
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Knowledge Extraction, Machine Learning and other AI approaches for secure, robust, frugal, resilient and explainable solutions in Defence ApplicationsDec 2022
The project “Knowledge Extraction, Machine Learning and other AI approaches for secure, robust, frugal, resilient and explainable solutions in Defence Applications” (KOIOS) will be developed around four main outputs (Simulation framework with performance computing capabilities and reduced complexity; Identification and development of use cases; …
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Mykola Pechenizkiy
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Intelligent agents in dynamic environmentsNov 2021
The project is part of AMADeuS: Artificially Intelligent Multi-Vehicle Automated Driving Systems - TTW OTP project led by Prof. dr. ir. W.P.M.H. Heemels, and in collaboration with TNO, Ford Labs, and other partners.
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Decebal Mocanu
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EDIC: Exceptional and Deep Intelligent CoachFeb 2020
Our increased life expectancy unfortunately goes hand in hand with an increased amount of years living with chronic conditions such as diabetes and obesity. These conditions cannot be cured, but both the development of comorbidities and the quality of life are strongly influenced by proper …
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Mykola Pechenizkiy
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Sparse Neural NetworksFeb 2018
Training sparse artificial neural networks from scratch provides not only computational benefits contributing to greener AI, but often allows to achieve better generalisation than dense training. Since 2018 we witnessed the potential of SNN in a variety of learning scenarios and NN architectures, including …
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Decebal Mocanu
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Fairness-aware AISep 2016
FairML or Fairness-aware AI has emerged into a large interdisciplinary area. in DAI, we approach the challenges of fairness and non-discrimination from several perspectives, focusing on the technical ML aspects intersections of FairML and XAI, and interdisciplinary aspects including philosophical, legal and computer science. …
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Mykola Pechenizkiy
Finished Research Projects (5)
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RATE-Analytics: Next generation predictive analytics for data-driven banking and insuranceApr 2022
In this project co-funded by NWO Commit2Data, Rabobank and Achmea, we developed foundations and techniques for advanced analytics with an expert in the loop. We have proposed several novel techniques bringing expertise in predictive analytics and visual analytics. We facilitated construction of more effective and …
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Mykola Pechenizkiy
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KYC-Analytics: Know Your Customer Predictive AnalyticsJul 2021
KYC-Analytics was focused on developing foundations and techniques for next generation KYC predictive analytics under increasing data heterogeneity and volatility of the customer behavior.In collaboration with the compliance department of Rabobank we have developed a series of sub-projects on the cutting edges of text-mining, visual …
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Mykola Pechenizkiy