Projects per year
Organization profile
Organisation profile
The VUB Data Analytics Laboratory develops and adapts data-analytical tools and algorithms from fields such as machine learning and artificial intelligence which fully account for the operational setting in which the resulting analytical model or decision support system will be deployed and operated. For instance, domain expertise and business requirements with respect to the application at hand need to be acknowledged, so as to optimally align and optimize performance, e.g., by including impact on revenues, adherence to user requirements, interpretability and interaction with other systems. Depending on the perspective and the field of application, data analytics as well is referred to as business analytics, data science, data mining and business intelligence. Related fields of study are Operations Research, Machine Learning, Business Informatics, Management Science, Decision and Information Sciences.
Example application domains include credit risk management, mobility and supply chain management, exploratory data analysis, constraint-based clustering, fraud detection, human resources management and customer relationship management.
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Profiles
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Vincent Ginis
- Vrije Universiteit Brussel
- Business technology and Operations - Academic
- Data Analytics Laboratory
- Applied Physics
Person: Researcher, Professor
Projects
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BRGDOC9: Applied PhD 2019: MISTic: Multi-source trend analytics for intelligent transportation systems
1/01/20 → 31/12/21
Project: Fundamental
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IOF3010: GEAR: Transitioning to future sustainable transport systems Supporting a sector in full transition: valorisation of the MOBI expertise
Macharis, C., Van Mierlo, J., Coosemans, T., Hegazy, O., Vanhaverbeke, L., Crispeels, T., Verbeke, W. & Guns, T.
1/01/20 → 31/12/24
Project: Applied
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IOF3007: IOF GEAR: RAINboW "Responsible AI for a smart connected world”
Nowe, A., Loeckx, J., Dooms, A., Barbé, K., Verbeke, W., Guns, T. & Ginis, V.
21/12/18 → 20/12/21
Project: Applied
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BRGRD51: Joint R&D 2020: " RECONCILE: gReenEr produCtiON sCheduling by automatIcally Learning from Experts"
1/07/20 → 30/09/20
Project: Applied
Research output
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Artificial neural networks for inverse design of resonant nanophotonic components with oscillatory loss landscapes
Lenaerts, J., Pinson, H. & Ginis, V., 1 Jan 2021, In : Nanophotonics. 10, 1, p. 385-392 8 p.Research output: Contribution to journal › Article
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Calculating millimeter-wave modes of copper twisted-pair cables using transformation optics
Hejazi, A. M., Stockman, G-J., Lefevre, Y., Ginis, V. & Coomans, W., 31 Mar 2021, In : IEEE Access . 9, 10 p.Research output: Contribution to journal › Article
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On-chip optical tweezers based on freeform optics
Yu, S., Lu, J., Ginis, V., Kheifets, S., Lim, S. W. D., Qiu, M., Gu, T., Hu, J. & Capasso, F., 20 Mar 2021, In : OPTICA. 8, 3, p. 409-414 6 p.Research output: Contribution to journal › Article
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Profit-driven churn prediction for the mutual fund industry: A multisegment approach
Maldonado, S., Dominguez, G., Olaya, D. & Verbeke, W., Apr 2021, In : Omega. 100, p. 1-28 28 p., 102380.Research output: Contribution to journal › Article
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Redefining profit metrics for boosting student retention in higher education
Maldonado, S., Miranda, J., Olaya, D., Vasquez, J. & Verbeke, W., 12 Jan 2021, In : Decision Support Systems. 2021, p. 1-31 31 p., 113493.Research output: Contribution to journal › Article
Activities
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Interior Point Solving for LP-based prediction+optimisation
Jayanta Mandi (Speaker), Tias Guns (Speaker)8 Jan 2021Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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Neural Information Processing Systems, 2020
Jayanta Mandi (Speaker), Tias Guns (Speaker)9 Dec 2020Activity: Talk or presentation › Talk or presentation at a conference
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Step-wise Explanations of Constraint Satisfaction problems
Emilio Gamba (Speaker), Tias Guns (Contributor), Bart Bogaerts (Contributor)29 Aug 2020Activity: Talk or presentation › Talk or presentation at a conference
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Differentiable Optimization Layer with an Interior Point Approach
Jayanta Mandi (Speaker), Tias Guns (Speaker)7 Sep 2020Activity: Talk or presentation › Talk or presentation at a conference
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Step-wise Explaining How to Solve Constraint Satisfaction Problems
Bart Bogaerts (Speaker), Emilio Gamba (Contributor), Tias Guns (Contributor)13 Sep 2020Activity: Talk or presentation › Talk or presentation at a workshop/seminar
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