Projecten per jaar
Persoonlijk profiel
Research profile
Yingqian Zhang is an Associate Professor in the Information Systems group at Eindhoven University of Technology (TU/e). Her research interests lie in the area of Artificial Intelligence for decision-making, particularly, machine learning, data-driven optimization, multi-agent systems, and socially aware algorithms.
She developes AI driven decision-making approaches in several problem domains, including logistics, transportation, manufacturing, and e-commerce.
Academic background
Yingqian Zhang received her PhD in Computer Science from the University of Manchester, UK. She has worked as an Assistant Professor in Econometrics Institute a t Erasmus University Rotterdam, and as a postdoc researcher in the Algorithmics group at TU Delft. She was a visiting professor in the Institute for Advanced Computer Studies at University of Maryland, College Park, USA in 2015.
Yingqian is on the board of BNVKI (Benelux Association for Artificial Intelligence), on the editorial board of journal "Annals of Mathematics and Artificial Intelligence", and serves yearly as a member of the technical Program Committee for major AI conference such as IJCAI, AAAI, AAMAS, ECAI. She is on the executive committee of the working group DSO (Data Science meets Optimisation) of EURO (Association of European Operational Research Societies) to promote collaboration between AI and OR communities on the direction of machine learning and optimization.
Quote
I optimize decisions in a data-rich environment using AI.
Expertise gerelateerd aan duurzame ontwikkelingsdoelstellingen van de VN
In 2015 stemden de VN-lidstaten in met 17 wereldwijde duurzame ontwikkelingsdoelstellingen (Sustainable Development Goals, SDG's) om armoede te beëindigen, de planeet te beschermen en voor iedereen welvaart te garanderen. Het werk van deze persoon draagt bij aan de volgende duurzame ontwikkelingsdoelstelling(en):
Vingerafdruk
- 1 Soortgelijke profielen
Netwerk
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15706426 Generalizable and Understandable Self-Learning Approaches for Dynamic, Large-Scale Resource Management Optimization Problems- GULAD
1/09/21 → 31/08/25
Project: Onderzoek direct
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Lane Analysis & Route Advisor
Zhang, Y., Zhang, Y., Akçay, A. E., Reshadat, V. & Zervanou, K.
1/07/19 → 31/12/21
Project: Onderzoek direct
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Data Analytics for Trade Lane Risk Assessments and Control (DARA)
Akçay, A. E., Akçay, A. E., Zhang, Y. & Faghih Roohi, S.
1/06/17 → 31/05/19
Project: Onderzoek direct
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Automated Reinforcement Learning: An Overview
Refaei Afshar, R., Zhang, Y., Vanschoren, J. & Kaymak, U., 13 jan. 2022, In: arXiv. 2022, 47 blz., 2201.05000.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic
Open AccessBestand11 Downloads (Pure) -
Deep Reinforcement Learning for a Multi-Objective Online Order Batching Problem
Beeks, M. S., Refaei Afshar, R., Zhang, Y., Dijkman, R. M., van Dorst, C. & de Looijer, S., 2022, (Geaccepteerd/In druk) Proceedings of the International Conference on Automated Planning and Scheduling. Association for the Advancement of Artificial Intelligence (AAAI)Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand86 Downloads (Pure) -
Dynamic Ad Network Ordering Method Using Reinforcement Learning
Refaei Afshar, R., Zhang, Y. & Kaymak, U., 19 apr. 2022, In: International Journal of Computational Intelligence Systems. 15, 15 blz., 27.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open AccessBestand3 Downloads (Pure) -
Grouping of Maintenance Actions with Deep Reinforcement Learning and Graph Convolutional Networks
Kerkkamp, D., Bukhsh, Z., Zhang, Y. & Jansen, N., 2022, Proceeding of the 14th International Conference on Agents and Artificial Intelligence. SCITEPRESS-Science and Technology Publications, Lda., Vol. 2. blz. 574-585 12 blz.Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand113 Downloads (Pure) -
Knowledge Modelling and Incident Analysis for Special Cargo
Reshadat, V., Kolkman, T. L., Zervanou, K., Zhang, Y., Akcay, A., Snijder, C., McDonnell, R., Schorer, K., Wichers, C., Koch, T., Dugundji, E. & de Jong, E., feb. 2022, (Geaccepteerd/In druk) Technologies and Applications for Big Data Value. Curry, E., Auer, S., Berre, A. J., Metzger, A., Perez, M. S. & Zillner, S. (redactie). Berlin: SpringerOnderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Hoofdstuk › Academic › peer review
Open AccessBestand65 Downloads (Pure)
Prijzen
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Best Paper Award for 2017 by Omega-International Journal of Management Science
Ye, Q. C. (Ontvanger), Zhang, Yingqian (Ontvanger) & Dekker, R. (Ontvanger), 2017
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
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Best Industrial Paper Award
van Leeuwen, H. (Ontvanger), Zhang, Yingqian (Ontvanger), Zervanou, K. (Ontvanger), Mullick, S. (Ontvanger), Kaymak, Uzay (Ontvanger) & de Ruijter, T. (Ontvanger), 2020
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
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Best Student Paper Award
Refaei Afshar, Reza (Ontvanger), Zhang, Yingqian (Ontvanger), Firat, Murat (Ontvanger) & Kaymak, Uzay (Ontvanger), 21 feb. 2019
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
Bestand -
Best paper award of MATES 2008
Zhang, Yingqian (Ontvanger), 2008
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
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Best Student Paper Award of ICAART 2022
Kerkkamp, D. (Ontvanger), Bukhsh, Zaharah (Ontvanger), Zhang, Yingqian (Ontvanger) & Jansen, N. (Ontvanger), 2022
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
Activiteiten
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Data Science Meets Optimisation
Yingqian Zhang (Organisator)
11 aug. 2019Activiteit: Types deelname aan of organisatie van een evenement › Workshop, seminar, cursus of expositie › Wetenschappelijk
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Agent-Based Models for Exploring Public Policy Planning
Yingqian Zhang (Organisator)
15 jul. 2019 → 19 jul. 2019Activiteit: Types deelname aan of organisatie van een evenement › Workshop, seminar, cursus of expositie › Wetenschappelijk
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Data Science Meets Optimization
Yingqian Zhang (Organisator)
19 aug. 2021 → 20 aug. 2021Activiteit: Types deelname aan of organisatie van een evenement › Workshop, seminar, cursus of expositie › Wetenschappelijk
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Shaping responsible digital platforms
Yingqian Zhang (Spreker)
15 apr. 2021Activiteit: Types gesprekken of presentaties › Keynote spreker › Professioneel
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35th AAAI Conference on Artificial Intelligence : A Virtual Conference (Evenement)
Yingqian Zhang (Lid)
2021 → …Activiteit: Types lidmaatschap › Lidmaatschap van commissie › Wetenschappelijk