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Researcher
Koen VANHOOF
- Keywords:Economics and applied economics
- Disciplines:Data mining, Knowledge representation and reasoning, Machine learning and decision making, Neural, evolutionary and fuzzy computation, Decision support and group support systems, Workflow, process and database management, Symbolic computing
Affiliations
- Quantitative Methods (Department)
Member
From1 Oct 2009 → Today - Business Informatics (Research group)
Member
From1 Oct 2009 → Today - Business Informatics (Research group)
Responsible
From1 Oct 2009 → Today - Faculty of Business Economics (Faculty)
Member
From1 Oct 1991 → Today - Data-analysis and Modelling (Research group)
Member
From1 Jan 2002 → 30 Sep 2009 - Data-analysis and Modelling (Research group)
Responsible
From1 Jan 2002 → 30 Sep 2009 - Transportation Research Institute (Research Center)
Member
From1 Jan 1996 → 18 Oct 2012 - Management (Division)
Member
From1 Oct 1991 → 30 Sep 2009
Projects
1 - 10 of 24
- Learning methods for dealing with complex nodes in Fuzzy Cognitive Maps.From1 Apr 2021 → TodayFunding: VLIR-UOS Global Minds, BOF - projects
- Multivariate time series forecasting and classification using intrinsically explainable machine learning models to solve real-world problems.From1 Mar 2021 → TodayFunding: BOF - doctoral mandates
- Designing, building and analyzing decision models using Recurrent Neural Networks under Explainable Artificial Intelligence's premisesFrom1 Apr 2020 → 31 Dec 2023Funding: VLIR-UOS Global Minds, BOF - projects
- Knowledge-driven Multiobjective Variable Mesh Optimization for smart microgridsFrom15 Jan 2020 → 14 Feb 2020Funding: BOF - mobility
- Developing new algorithmic capabilities for a General lnference FrameworkFrom1 Sep 2019 → 31 Oct 2019Funding: BOF - mobility
- Studies on Methods for Fuzzy Cognitive Maps Similarity EvaluationFrom22 Jul 2019 → 21 Aug 2019Funding: BOF - mobility
- Symbolic reasoning with Short-term Cognitive NetworksFrom1 Jul 2018 → 31 Dec 2022Funding: BOF - Bilateral scientific cooperation, VLIR-UOS Global Minds
- ChatBot Design based on (NLP) Natural Language Processing Of Big DataFrom1 Jul 2018 → 7 Feb 2019Funding: BOF - Bilateral scientific cooperation
- Rough Cognitive Networks for multi-label classification.From7 Jul 2017 → 31 Dec 2020Funding: BOF - Bilateral scientific cooperation, VLIR-UOS Global Minds
- Multiplex community detection applied to email marketing.From7 Jul 2017 → 31 Dec 2020Funding: BOF - Bilateral scientific cooperation, VLIR-UOS Global Minds
Publications
1 - 10 of 189
- Dynamics of models based on Fuzzy Cognitive Maps(2024)
Authors: Leonardo CONCEPCION PEREZ, Koen VANHOOF
- Fuzzy Cognitive Map-Driven Comprehensive Time-Series Classification(2023)
Authors: Agnieszka Jastrzebska, Gonzalo NAPOLES RUIZ, Wladyslaw Homenda, Koen VANHOOF
Pages: 1348 - 1359 - Two approaches for handling different types of uncertainty in Fuzzy Cognitive Maps(2023)
Authors: Mabel FRIAS DOMINGUEZ, Koen VANHOOF
- Explanation of Multi-Label Neural Networks with Layer-Wise Relevance Propagation(2022)Series: IEEE International Joint Conference on Neural Networks (IJCNN)
Authors: Marilyn Bello, Gonzalo NAPOLES RUIZ, Koen VANHOOF, Maria M. Garcia, Rafael Bello
- Measuring wind turbine health using fuzzy-concept-based drifting models(2022)
Authors: Agnieszka Jastrzebska, Alejandro MORALES HERNANDEZ, Gonzalo NAPOLES RUIZ, Yamisleydi Salgueiro, Koen VANHOOF
Pages: 730 - 740 - Evaluating time series similarity using concept-based models(2022)
Authors: Agnieszka Jastrzebska, Gonzalo NAPOLES RUIZ, Yamisleydi Salgueiro, Koen VANHOOF
- Novel Pre-processing and Prediction Techniques for Multi-Label Classification(2021)
Authors: Marilyn BELLO GARCIA, Koen VANHOOF
Number of pages: 200 - Best Next Preference Prediction Based on LSTM and Multi-level Interactions(2021)Series: Lecture Notes in Networks and Systems
Authors: Ivett FUENTES HERRERA, Gonzalo NAPOLES RUIZ, Leticia Arco García, Koen VANHOOF
Pages: 682 - 699Number of pages: 18 - Layer-Wise Relevance Propagation in Multi-label Neural Networks to Identify COVID-19 Associated Coinfections(2021)Series: Lecture Notes in Computer ScienceVolume: 13055
Authors: Marilyn BELLO GARCIA, Yaumara Aguilera, Gonzalo NAPOLES RUIZ, Maria M. Garcia, Rafael Bello, Koen VANHOOF
Pages: 3 - 12Number of pages: 10 - Construction and Supervised Learning of Long-Term Grey Cognitive Networks(2021)
Authors: Gonzalo NAPOLES RUIZ, Jose L. Salmeron, Koen VANHOOF
Pages: 686 - 695