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, particularly, machine learning, data-driven optimization, multi-agent system, and algorithm design.
She enjoys optimizing decision making with data, designing efficient algorithms, conducting simulations, and developing models and mechanisms involving cooperative or self-interested players.
Her current funded projects examine Prescriptive AI for decision-making in online AD auctions, predictive maintenance, lane selection in transportation, and service logistics.
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. Recently she joined 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.
Vingerafdruk
- 5 Soortgelijke profielen
Netwerk
Projecten
- 2 Afgelopen
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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
Onderzoeksoutput
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Combining Deep Reinforcement Learning with Search Heuristics for Solving Multi-Agent Path Finding in Segment-based Layouts
Reijnen, R., Zhang, Y., Nuijten, W. P. M., Senaras, C. & Goldak-Altgassen, M., 5 jan 2021, 2020 IEEE Symposium Series on Computational Intelligence (SSCI 2020). IEEE Press, blz. 2647-2654 8 blz. 9308584Onderzoeksoutput: Hoofdstuk in Boek/Rapport/Congresprocedure › Conferentiebijdrage › Academic › peer review
Open AccessBestand -
Data driven design for online industrial auctions
Ye, Q. C., Rhuggenaath, J., Zhang, Y., Verwer, S. E. & Hilgeman, M. J., 5 jan 2021, In : Annals of Mathematics and Artificial Intelligence. XX, XOnderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open AccessBestand -
Maximizing revenue for publishers using header bidding and ad exchange auctions
Rhuggenaath, J., Afshar, R. R., Akcay, A., Zhang, Y., Kaymak, U., Çolak, F. & Tanyerli, M., mrt 2021, In : Operations Research Letters. 49, 2, blz. 250-256 7 blz.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
Open Access -
A group risk assessment approach for the selection of pharmaceutical product shipping lanes
Faghih-Roohi, S., Akcay, A., Zhang, Y., Shekarian, E. & de Jong, E., nov 2020, In : International Journal of Production Economics. 229, blz. 107774 13 blz., 107774.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic › peer review
4 Citaten (Scopus)1 Downloads (Pure) -
A State Aggregation Approach for Solving Knapsack Problem with Deep Reinforcement Learning
Refaei Afshar, R., Zhang, Y., Firat, M. & Kaymak, U., 25 apr 2020, In : arXiv. 17 blz., 2004.12117.Onderzoeksoutput: Bijdrage aan tijdschrift › Tijdschriftartikel › Academic
Open AccessBestand24 Downloads (Pure)
Prijzen
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Best Paper Award for 2017 by Omega-International Journal of Management Science
Qing Chuan Ye (Ontvanger), Zhang, Yingqian (Ontvanger) & Rommert Dekker (Ontvanger), 2017
Prijs: Anders › Werk, activiteit of publicatie gerelateerde prijzen (lifetime, best paper, poster etc.) › Wetenschappelijk
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Best Industrial Paper Award
Herbert van Leeuwen (Ontvanger), Zhang, Yingqian (Ontvanger), Zervanou, Kalliopi (Ontvanger), Shantanu Mullick (Ontvanger), Kaymak, Uzay (Ontvanger) & Tom de Ruijter (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
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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AI for Industrial Decision-Making
Yingqian Zhang (Spreker)
20 nov 2020Activiteit: Types gesprekken of presentaties › Keynote spreker › Wetenschappelijk
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34rd AAAI Conference on Artificial Intelligence
Yingqian Zhang (Lid van programmacomité)
2020Activiteit: Types deelname aan of organisatie van een evenement › Congres › Wetenschappelijk
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Icelandic Research Fund (Externe organisatie)
Yingqian Zhang (Lid)
2020 → …Activiteit: Types lidmaatschap › Lidmaatschap van commissie › Wetenschappelijk