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Research Output 2008 2019

Automation for information security using machine learning

Thaler, S. M., 20 Feb 2019, Eindhoven: Technische Universiteit Eindhoven. 129 p.

Research output: ThesisPhd Thesis 1 (Research TU/e / Graduation TU/e)Academic

Open Access

Evolutionary construction of convolutional neural networks

van Knippenberg, M. S., Menkovski, V. & Consoli, S., Feb 2019, Machine Learning, Optimization, and Data Science - 4th International Conference, LOD 2018, Revised Selected Papers. Nicosia, G., Giuffrida, G., Nicosia, G., Pardalos, P., Sciacca, V. & Umeton, R. (eds.). Cham: Springer, p. 293-304 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11331 LNCS)

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Neural networks
Evolutionary algorithms
Deep neural networks
Deep learning

The role of deep learning in improving healthcare

Thaler, S. & Menkovski, V., 1 Jan 2019, Data Science for Healthcare: Methodologies and Applications. Consoli, S., Reforgiato Recupero, D. & Petković, M. (eds.). Cham: Springer, p. 75-116 42 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Delivery of Health Care
Artificial Intelligence
Artificial intelligence

VANET meets deep learning: the effect of packet loss on the object detection performance

Wang, Y., Menkovski, V., Ho, I. W. H. & Pechenizkiy, M., 1 Apr 2019, 2019 IEEE 89th Vehicular Technology Conference, VTC Spring 2019 - Proceedings. Piscataway: Institute of Electrical and Electronics Engineers, 5 p. 8746657

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Vehicular ad hoc networks
Vehicular Ad Hoc Networks
Object Detection
Packet Loss
Packet loss

Anomaly detection for imbalanced datasets with deep generative models

Santos Buitrago, N. R., Tonnaer, L. M. A., Menkovski, V. & Mavroeidis, D., 8 Sep 2018 15 p.

Research output: Contribution to conferencePaperAcademic

Open Access
Image analysis


Foundations of data mining

1/09/17 → …


Recommender systems

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Seminar Data Mining

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Student theses

Active learning in VAE latent space

Author: Tonnaer, L., 25 Sep 2017

Supervisor: Menkovski, V. (Supervisor 1), Portegies, J. W. (Supervisor 2) & Holenderski, M. (Supervisor 2)

Student thesis: Master


Anomaly detection with generative models: with applications to lung cancer screening

Author: Mendoza Marin, R., 26 Feb 2018

Supervisor: Menkovski, V. (Supervisor 1) & Mavroeidis, D. (External person) (External coach)

Student thesis: Master


Boosted tree learning for balanced item recommendation in online retail

Author: Dikker, J., 18 Dec 2017

Supervisor: Zhang, Y. (Supervisor 1), Menkovski, V. (Supervisor 2), Kaymak, U. (Supervisor 1) & Coenraad, S. (External person) (External coach)

Student thesis: Master


Clustering low-level events into activities: a time-based approach

Author: Dündar, S., 26 Nov 2018

Supervisor: de Leoni, M. (Supervisor 1), Eshuis, R. (Supervisor 2) & Menkovski, V. (Supervisor 2)

Student thesis: Master


Content based CT retrieval for pulmonary nodules: deep metric learning based feature extraction

Author: Aerts, T., 28 Feb 2019

Supervisor: Menkovski, V. (Supervisor 1), Holenderski, M. (Supervisor 2) & Veta, M. (Supervisor 2)

Student thesis: Master