Student theses

A framework for understanding business process remaining time predictions

Author: Verhoef, C., 28 Oct 2019

Supervisor: Pechenizkiy, M. (Supervisor 1) & Scheepens, R. J. (Supervisor 2)

Student thesis: Master

Algorithms for center-based trajectory clustering

Author: van de L'Isle, N., 28 Jan 2019

Supervisor: Buchin, K. (Supervisor 1) & Driemel, A. (Supervisor 2)

Student thesis: Master

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An exploration and evaluation of concept based interpretability methods as a measure of representation quality in neural networks

Author: Remmits, Y., 30 Sep 2019

Supervisor: Menkovski, V. (Supervisor 1) & Stolikj, M. (External coach)

Student thesis: Master

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Anomaly detection in text data using deep generative models

Author: Esposito, R., 30 Aug 2019

Supervisor: Menkovski, V. (Supervisor 1) & van Ipenburg, W. (External person) (External coach)

Student thesis: Master

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Anomaly detection on vibration data

Author: Siganos, A., 28 Oct 2019

Supervisor: Hess, S. (Supervisor 1), Pechenizkiy, M. (Supervisor 2), Yakovets, N. (Supervisor 2) & Uusitalo, J. (External person) (External coach)

Student thesis: Master

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Automated machine learning with gradient boosting and meta-learning

Author: van Hoof, J., 28 Jan 2019

Supervisor: Vanschoren, J. (Supervisor 1)

Student thesis: Master

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Automatic data cleaning

Author: Zhang, J., 17 Dec 2018

Supervisor: Vanschoren, J. (Supervisor 1)

Student thesis: Master

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Autoregressive neural networks to model electroencephalograpy signals

Author: Diaz Mendoza, J., 28 Oct 2019

Supervisor: Vanschoren, J. (Supervisor 1), Pfundtner, S. (External person) (External coach) & Radha, M. (External coach)

Student thesis: Master

Block-sparse evolutionary training using weight momentum evolution: training methods for hardware efficient sparse neural networks

Author: Hagebols, T., 29 Apr 2019

Supervisor: Mocanu, D. (Supervisor 1), Zhang, Y. (Supervisor 2) & Lowet, D. (External coach)

Student thesis: Master

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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

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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

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Curve clustering: hardness and algorithms

Author: Struijs, M., 26 Nov 2018

Supervisor: Nederlof, J. (Supervisor 1), Buchin, K. (Supervisor 2) & Driemel, A. (Supervisor 2)

Student thesis: Master

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Deep active learning for instance segmentation

Author: Lopez Gomez, C., 28 Oct 2019

Supervisor: Vanschoren, J. (Supervisor 1) & Schaefers, K. (External person) (External coach)

Student thesis: Master

Deep learning for mobile computer vision systems applied to the retail industry

Author: Dumasy, S., 28 Oct 2019

Supervisor: Pechenizkiy, M. (Supervisor 1), Fahland, D. (Supervisor 2) & de Corte, J. (External person) (External coach)

Student thesis: Master

Detection of pre-microRNAs with convolutional neural networks

Author: Cordero Cruz, J., 24 Jun 2019

Supervisor: Menkovski, V. (Supervisor 1) & Allmer, J. (External person) (External coach)

Student thesis: Master

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Exceptional incidence distribution mining on a nationwide cancer registry: a descriptive approach

Author: Attanasio, C., 16 Dec 2019

Supervisor: Duivesteijn, W. (Supervisor 1) & Buisman, H. J. (External coach)

Student thesis: Master

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Exceptional model mining of convolutional neural networks

Author: van Strien, B., 29 Apr 2019

Supervisor: Duivesteijn, W. (Supervisor 1)

Student thesis: Master

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Feature selection for click pattern recognition for online retargeting

Author: Majoor, A., 26 Nov 2018

Supervisor: Pechenizkiy, M. (Supervisor 1) & Woltjer, D. (External person) (External coach)

Student thesis: Master

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Fixed-point quantization of convolutional neural networks for quantized inference on embedded platforms

Author: Goyal, R., 25 Nov 2019

Supervisor: Vanschoren, J. (Supervisor 1), van Acht, V. M. (External coach) & Nijssen, S. (External person) (External coach)

Student thesis: Master

Hierarchical annotation of images with two-alternative-forced-choice metric learning

Author: Hellinga, N., 30 Aug 2019

Supervisor: Menkovski, V. (Supervisor 1)

Student thesis: Master

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Improving therapy adherence using smart persuasive interventions generated by an RNN-RL framework

Author: Luijten, S., 30 Aug 2019

Supervisor: Menkovski, V. (Supervisor 1), Hassani, M. (Supervisor 2) & Prins, W. (External coach)

Student thesis: Master

Inter-elemental transferable potentials: predicting energies using deep learning

Author: Mollevanger, R., 2020

Supervisor: Koelman, J. (. (Supervisor 1) & Pechenizkiy, M. (Supervisor 2)

Student thesis: Master

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Interpretable machine learning as decision support for processing fraud alerts

Author: Weerts, H., 24 Jun 2019

Supervisor: Pechenizkiy, M. (Supervisor 1) & van Ipenburg, W. (External person) (External coach)

Student thesis: Master

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Interpretable student performance prediction: a case study in Dutch secondary education

Author: Ledeboer, T., 25 Nov 2019

Supervisor: Pechenizkiy, M. (Supervisor 1), Scheepens, R. J. (External coach) & Bego, S. (External coach)

Student thesis: Master

Label efficient machine learning for multiclass image classification

Author: Irene Septyo Rini Panuju, .., 30 Sep 2019

Supervisor: Menkovski, V. (Supervisor 1), Zannone, N. (Supervisor 2) & Lakkad, H. (External person) (External coach)

Student thesis: Master

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Labelless concept drift detection and explanation

Author: Zheng, S., 28 Oct 2019

Supervisor: Pechenizkiy, M. (Supervisor 1) & van Ipenburg, W. (External person) (External coach)

Student thesis: Master

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Latent variable separation with variational autoencoders

Author: Perez Rey, L., 29 Oct 2018

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

Student thesis: Master

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Learning across task with surrogate model ensembles for algorithm and hyperparameter optimization selection

Author: Manolache, G., 30 Sep 2019

Supervisor: Vanschoren, J. (Supervisor 1)

Student thesis: Master

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Learning to reinforcement learn for neural architecture search

Author: Gomez Robles, J., 28 Oct 2019

Supervisor: Vanschoren, J. (Supervisor 1)

Student thesis: Master

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Mining exceptional descriptive patterns in attributed spatio-temporal datasets

Author: Scheerder, M., 29 Apr 2019

Supervisor: Duivesteijn, W. (Supervisor 1), Duin, P. (External person) (External coach) & de Jonge, E. (External person) (External coach)

Student thesis: Master

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Model selection for prediction in generalized linear mixed model

Author: Wu, Q., 31 Aug 2018

Supervisor: van den Heuvel, E. (Supervisor 1), Pechenizkiy, M. (Supervisor 2) & Zhan, Z. (Supervisor 2)

Student thesis: Master

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Predicting train occupancy based on trip planning data

Author: Heinrich, M., 30 Sep 2019

Supervisor: Fahland, D. (Supervisor 1), Pechenizkiy, M. (Supervisor 2) & Schwingenschloegel, C. (External person) (External coach)

Student thesis: Master

Right coronary artery labelling with point annotations

Author: Ferrero Montes, L., 28 Oct 2019

Supervisor: Menkovski, V. (Supervisor 1), Oliván-Bescós, J. (External person) (External coach) & Özçelebi, T. (Supervisor 2)

Student thesis: Master

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Scaling reinforcement learning for the train shunting problem

Author: O'Driscoll, N., 16 Dec 2019

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

Student thesis: Master

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Shortness of breath deterioration detection from speech recordings

Author: Boelders, S., 25 Nov 2019

Supervisor: Menkovski, V. (Supervisor 1), Härmä, A. S. (External person) (External coach) & Verbeek, K. A. (Supervisor 2)

Student thesis: Master

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Synthetic image generation with anomalies by learning from few data points

Author: Uçar, B., 30 Aug 2019

Supervisor: Vanschoren, J. (Supervisor 1) & Boughorbel, F. (External person) (External coach)

Student thesis: Master

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Towards warm-starting DARTS

Author: Houben, M., 25 Nov 2019

Supervisor: Vanschoren, J. (Supervisor 1)

Student thesis: Master

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Unsupervised feature learning in a federated setting for human activity detection

Author: van Berlo, B., 30 Sep 2019

Supervisor: Ozcelebi, T. (Supervisor 1), Exarchakos, G. (Supervisor 2), Menkovski, V. (Supervisor 2), Saeed, A. (Supervisor 2) & Brandsma, E. (External person) (External coach)

Student thesis: Master

Unsupervised learning for early detection of merchant risk in payments

Author: Bahulikar, S., 25 Nov 2019

Supervisor: Mocanu, D. C. (Supervisor 1) & Moura, J. (External person) (External coach)

Student thesis: Master

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Visual anomaly detection using deep learning

Author: Komar, T., 29 Oct 2018

Supervisor: Vanschoren, J. (Supervisor 1) & ten Dijke, N. (External person) (External coach)

Student thesis: Master

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Weakly supervised object localization with multiple instance learning network on industrial inspection images

Author: Öztürk, Y., 30 Aug 2019

Supervisor: Menkovski, V. (Supervisor 1) & Boughorbel, F. (External person) (External coach)

Student thesis: Master

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