Projects per year
Personal profile
Quote
“Inspired by challenges of real-world applications, I develop the foundation for next generation predictive analytics.”
Research profile
Mykola Pechenizkiy is a Full Professor at the department of Mathematics and Computer Science, Eindhoven University of Technology (TU/e), where he holds the Data Mining Chair. His research interests include data science, knowledge discovery and data mining, responsible analytics, including ethics/discrimination-awareness, context-aware predictive analytics, handling concept drift and reoccurring contexts, automation of feature construction and analytics on evolving networks.
His core expertise and research interests are in predictive analytics and knowledge discovery from evolving data, and in their application to real-world problems in industry, medicine and education. At the Data Science Center Eindhoven, he leads the Customer Journey interdisciplinary research program aiming at developing techniques for informed and responsible analytics.
Academic background
Mykola Pechenizkiy received his PhD from the Computer Science and Information Systems department at the University of Jyväskylä, Finland in 2005. In addition to his work at TU/e, he is an Adjunct Professor in Data Mining for Industrial Applications at the Department of Mathematical Information Technology the University of Jyväskylä. He has also been a visiting researcher at several universities, including Aalto University, University of Bournemouth, Columbia University, University of Cordoba, New York University, University Porto, University of Technology Sydney, Trinity College Dublin, and the University of Ulster.
Mykola has co-authored more than 100 peer-reviewed publications. He has been involved in organizing several successful conferences, thematic workshops and special issues with journals. He regularly serves on several program committees of leading data mining and AI conferences, including AAAI, IJCAI, ECMLPKDD, EDM, LAK, IDA, DSAA, DS, AISTATS, NIPS, SDM and editorial boards of DAMI, IEEE TLT and JEDM journals. He serves as the President of IEDMS, the International Educational Data Mining Society.
Affiliated with
EAISI Scientific Board https://www.tue.nl/en/research/institutes/eindhoven-artificial-intelligence-systems-institute/eaisi-impuls-program/
SIKS Scientific Board http://www.siks.nl/
Artificial Intelligence Institute, University of Waikato, NZ https://ai.waikato.ac.nz/about-us/members
Industry collaboration: Achmea, Adversitement, ASML, Betabit, C-Content, Coosto, IMEC, ING, KPN, Microsoft, Multiscope, NLR, Océ, Signify-Philips Lighting, Philips Research, PSV, Rabobank, Sanoma Media Group, Sligro Food Group, StudyPortals, Teezir
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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Network
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TKI PPS KPN Smart Two: Moverick Telecom Technologies as BuildingBlocks for Value Driven Future Societies'
Pechenizkiy, M., Pechenizkiy, M. & Yang, Y.
1/03/21 → 31/12/25
Project: Research direct
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Recurring concept memory management in data streams: exploiting data stream concept evolution to improve performance and transparency
Halstead, B., Koh, Y. S., Riddle, P., Pears, R., Pechenizkiy, M. & Bifet, A., May 2021, In: Data Mining and Knowledge Discovery. 35, 3, p. 796-836 41 p.Research output: Contribution to journal › Article › Academic › peer-review
2 Citations (Scopus) -
Analyzing and repairing concept drift adaptation in data stream classification
Halstead, B., Koh, Y. S., Riddle, P., Pears, R., Pechenizkiy, M., Bifet, A., Olivares, G. & Coulson, G., Oct 2022, In: Machine Learning. 111, 10, p. 3489-3523 35 p.Research output: Contribution to journal › Article › Academic › peer-review
Open AccessFile3 Citations (Scopus) -
Exceptional spatio-temporal behavior mining through Bayesian non-parametric modeling
Du, X., Pei, Y., Duivesteijn, W. & Pechenizkiy, M., 1 Sept 2020, In: Data Mining and Knowledge Discovery. 34, 5, p. 1267-1290 24 p.Research output: Contribution to journal › Article › Academic › peer-review
Open Access2 Citations (Scopus) -
Mining exceptional relationships with grammar-guided genetic programming
Luna, J. M., Pechenizkiy, M. & Ventura, S., Jun 2016, In: Knowledge and Information Systems. 47, 3, p. 571-594 24 p.Research output: Contribution to journal › Article › Academic › peer-review
12 Citations (Scopus)5 Downloads (Pure) -
A survey on concept drift adaptation
Gama, J., Zliobaite, I., Bifet, A., Pechenizkiy, M. & Bouchachia, A., 2014, In: ACM Computing Surveys. 46, 4, p. 44/1-37 37 p., 44.Research output: Contribution to journal › Article › Academic › peer-review
1666 Citations (Scopus)1 Downloads (Pure)
Prizes
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Best Demo Paper Award of IEEE ICDE 2023
Halstead, Ben (Recipient), Koh, Yun Sing (Recipient), Riddle, Patricia (Recipient), Pechenizkiy, Mykola (Recipient) & Bifet, Albert (Recipient), 2023
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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Best Paper Award of ALA 2022
Sokar, Ghada (Recipient), Mocanu, Elena (Recipient), Mocanu, Decebal C. (Recipient), Pechenizkiy, Mykola (Recipient) & Stone, Peter (Recipient), 2022
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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Best Paper Award of LoG 2022
Huang, Tianjin (Recipient), Chen, Tianlong (Recipient), Fang, Meng (Recipient), Menkovski, V. (Recipient), Zhao, Jiaxu (Recipient), Yin, Lu (Recipient), Pei, Yulong (Recipient), Mocanu, Decebal C. (Recipient), Wang, Zhangyang (Recipient), Pechenizkiy, Mykola (Recipient) & Liu, Shiwei (Recipient), 1 Dec 2022
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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Best Paper Award of SensorKDD 2009
Bakker, Jorn (Recipient), Pechenizkiy, Mykola (Recipient), Zliobaite, Indre (Recipient), Ivannikov, A. (Recipient) & Kärkkainen, Tommi (Recipient), 2009
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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Best Research Paper Award of IEEE DSAA 2022
Halstead, Ben (Recipient), Koh, Yun Sing (Recipient), Riddle, Patricia (Recipient), Pechenizkiy, Mykola (Recipient) & Bifet, Albert (Recipient), 2022
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
Courses
Press/Media
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Why ethics should be integral part of Artificial Intelligence
16/03/21
1 item of Media coverage
Press/Media: Expert Comment