prof. dr. N. (Nicolai) Petkov

Professor, Head of the research group Intelligent Systems: http://www.cs.rug.nl/is

Faculty of Science and Engineering

Telephone:

+31 50 36 33939

E-mail:

n.petkov rug.nl

ORCID Research Portal

Research interests

Pattern recognition, machine learning, brain-inspired computing, computer vision, image processing, big data, parallel and high performance computing; see http://www.cs.rug.nl/~petkov/

Head of the research group Intelligent Systems: http://www.cs.rug.nl/is

Publications

Forecasting Relative Returns for S&P 500 Stocks Using Machine Learning

Htun, H. H., Biehl, M. & Petkov, N., 20-Apr-2024, In: Financial Innovation. 10, 16 p., 118.

Research output: Contribution to journal › Article › Academic › peer-review

Regressing Transformers for Data-efficient Visual Place Recognition

Leyva-Vallina, M., Strisciuglio, N. & Petkov, N., 2024, 2024 IEEE International Conference on Robotics and Automation, ICRA 2024. IEEE, p. 15898-15904 7 p. (Proceedings - IEEE International Conference on Robotics and Automation).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Data-Efficient Large Scale Place Recognition with Graded Similarity Supervision

Leyva-Vallina, M., Strisciuglio, N. & Petkov, N., 2023, Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023. IEEE Computer Society, p. 23487-23496 10 p. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2023-June).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Pre-insemination prediction of dystocia in dairy cattle

Alsahaf, A., Gheorghe, R., Hidalgo, A. M., Petkov, N. & Azzopardi, G., Jan-2023, In: Preventive Veterinary Medicine. 210, 8 p., 105812.

Research output: Contribution to journal › Article › Academic › peer-review

Survey of Feature Selection and Extraction Techniques for Stock Market Prediction

Htun, H. H., Biehl, M. & Petkov, N., 12-Jan-2023, In: Financial Innovation. 9, 25 p., 26.

Research output: Contribution to journal › Article › Academic › peer-review

A framework for feature selection through boosting

Alsahaf, A., Petkov, N., Shenoy, V. & Azzopardi, G., Jan-2022, In: Expert systems with applications. 187, 115895.

Research output: Contribution to journal › Article › Academic › peer-review

LTC-Mapping, Enhancing Long-Term Consistency of Object-Oriented Semantic Maps in Robotics

Matez-Bandera, J. L., Fernandez-Chaves, D., Ruiz-Sarmiento, J. R., Monroy, J., Petkov, N. & Gonzalez-Jimenez, J., Jul-2022, In: Sensors. 22, 14, 16 p., 5308.

Research output: Contribution to journal › Article › Academic › peer-review

Robot@VirtualHome, an ecosystem of virtual environments and tools for realistic indoor robotic simulation

Fernandez-Chaves, D., Ruiz-Sarmiento, J. R., Jaenal, A., Petkov, N. & Gonzalez-Jimenez, J., 1-Dec-2022, In: Expert systems with applications. 208, 13 p., 117970.

Research output: Contribution to journal › Article › Academic › peer-review

Brain-Inspired Algorithms for Processing of Visual Data

Strisciuglio, N. & Petkov, N., 2021, Brain-Inspired Computing : 4th International Workshop, BrainComp 2019, Revised Selected Papers. Amunts, K., Grandinetti, L., Lippert, T. & Petkov, N. (eds.). Springer, p. 105-115 11 p. ( Lecture Notes in Computer Science; vol. 12339).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Exploiting Spatio-Temporal Coherence for Video Object Detection in Robotics

Fernandez-Chaves, D., Matez-Bandera, J. L., Ruiz-Sarmiento, J. R., Monroy, J., Petkov, N. & Gonzalez-Jimenez, J., 2021, Computer Analysis of Images and Patterns - 19th International Conference, CAIP 2021, Proceedings. Tsapatsoulis, N., Panayides, A., Theocharides, T., Lanitis, A., Lanitis, A., Pattichis, C., Pattichis, C. & Vento, M. (eds.). Springer, p. 186-196 11 p. (Lecture Notes in Computer Science ; vol. 13053 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review