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3d face reconstruction using deep learning.
Supervisor: Medeiros de Carvalho, R. (Supervisor 1), Gallucci, A. (Supervisor 2) & Vanschoren, J. (Supervisor 2)
Student thesis : Master
Achieving Long Term Fairness through Curiosity Driven Reinforcement Learning: How intrinsic motivation influences fairness in algorithmic decision making
Supervisor: Pechenizkiy, M. (Supervisor 1), Gajane, P. (Supervisor 2) & Kapodistria, S. (Supervisor 2)
Activity Recognition Using Deep Learning in Videos under Clinical Setting
Supervisor: Duivesteijn, W. (Supervisor 1), Papapetrou, O. (Supervisor 2), Zhang, L. (External person) (External coach) & Vasu, J. D. (External coach)
A Data Cleaning Assistant
Supervisor: Vanschoren, J. (Supervisor 1)
Student thesis : Bachelor
A Data Cleaning Assistant for Machine Learning
A deep learning approach for clustering a multi-class dataset.
Supervisor: Pei, Y. (Supervisor 1), Marczak, M. (External person) (External coach) & Groen, J. (External person) (External coach)
Aerial Imagery Pixel-level Segmentation
A framework for understanding business process remaining time predictions.
Supervisor: Pechenizkiy, M. (Supervisor 1) & Scheepens, R. J. (Supervisor 2)
A Hybrid Model for Pedestrian Motion Prediction
Supervisor: Pechenizkiy, M. (Supervisor 1), Muñoz Sánchez, M. (Supervisor 2), Silvas, E. (External coach) & Smit, R. M. B. (External coach)
Algorithms for center-based trajectory clustering
Supervisor: Buchin, K. (Supervisor 1) & Driemel, A. (Supervisor 2)
Allocation Decision-Making in Service Supply Chain with Deep Reinforcement Learning
Supervisor: Zhang, Y. (Supervisor 1), van Jaarsveld, W. L. (Supervisor 2), Menkovski, V. (Supervisor 2) & Lamghari-Idrissi, D. (Supervisor 2)
Analyzing Policy Gradient approaches towards Rapid Policy Transfer
An empirical study on dynamic curriculum learning in information retrieval.
Supervisor: Fang, M. (Supervisor 1)
An Explainable Approach to Multi-contextual Fake News Detection
Supervisor: Pechenizkiy, M. (Supervisor 1), Pei, Y. (Supervisor 2) & Das, B. (External person) (External coach)
An exploration and evaluation of concept based interpretability methods as a measure of representation quality in neural networks
Supervisor: Menkovski, V. (Supervisor 1) & Stolikj, M. (External coach)
Anomaly detection in image data sets using disentangled representations
Supervisor: Menkovski, V. (Supervisor 1) & Tonnaer, L. M. A. (Supervisor 2)
Anomaly Detection in Polysomnography signals using AI
Supervisor: Pechenizkiy, M. (Supervisor 1), Schwanz Dias, S. (Supervisor 2) & Belur Nagaraj, S. (External person) (External coach)
Anomaly detection in text data using deep generative models
Supervisor: Menkovski, V. (Supervisor 1) & van Ipenburg, W. (External person) (External coach)
Anomaly Detection on Dynamic Graph
Supervisor: Pei, Y. (Supervisor 1), Fang, M. (Supervisor 2) & Monemizadeh, M. (Supervisor 2)
Anomaly Detection on Finite Multivariate Time Series from Semi-Automated Screwing Applications
Supervisor: Pechenizkiy, M. (Supervisor 1) & Schwanz Dias, S. (Supervisor 2)
Anomaly Detection on Multivariate Time Series Using GANs
Supervisor: Pei, Y. (Supervisor 1) & Kruizinga, P. (External person) (External coach)
Anomaly detection on vibration data
Supervisor: Hess, S. (Supervisor 1), Pechenizkiy, M. (Supervisor 2), Yakovets, N. (Supervisor 2) & Uusitalo, J. (External person) (External coach)
Application of P&ID symbol detection and classification for generation of material take-off documents (MTOs)
Supervisor: Pechenizkiy, M. (Supervisor 1), Banotra, R. (External person) (External coach) & Ya-alimadad, M. (External person) (External coach)
Applications of deep generative models to Tokamak Nuclear Fusion
Supervisor: Koelman, J. M. V. A. (Supervisor 1), Menkovski, V. (Supervisor 2), Citrin, J. (Supervisor 2) & van de Plassche, K. L. (External coach)
A Similarity Based Meta-Learning Approach to Building Pipeline Portfolios for Automated Machine Learning
Aspect-based few-shot learning.
Supervisor: Menkovski, V. (Supervisor 1)
Assessing Bias and Fairness in Machine Learning through a Causal Lens
Supervisor: Pechenizkiy, M. (Supervisor 1)
Assessing fairness in anomaly detection: A framework for developing a context-aware fairness tool to assess rule-based models
Supervisor: Pechenizkiy, M. (Supervisor 1), Weerts, H. J. P. (Supervisor 2), van Ipenburg, W. (External person) (External coach) & Veldsink, J. W. (External person) (External coach)
A Study of an Open-Ended Strategy for Learning Complex Locomotion Skills
A systematic determination of metrics for classification tasks in openml, a universally applicable emm framework.
Supervisor: Duivesteijn, W. (Supervisor 1), van Dongen, B. F. (Supervisor 2) & Yakovets, N. (Supervisor 2)
Automated machine learning with gradient boosting and meta-learning
Automated object recognition of solar panels in aerial photographs: a case study in the liander service area.
Supervisor: Pechenizkiy, M. (Supervisor 1), Medeiros de Carvalho, R. (Supervisor 2) & Weelinck, T. (External person) (External coach)
Automatic data cleaning
Automatic scoring of short open-ended questions.
Supervisor: Pechenizkiy, M. (Supervisor 1) & van Gils, S. (External coach)
Automatic Synthesis of Machine Learning Pipelines consisting of Pre-Trained Models for Multimodal Data
Automating string encoding in automl, autoregressive neural networks to model electroencephalograpy signals.
Supervisor: Vanschoren, J. (Supervisor 1), Pfundtner, S. (External person) (External coach) & Radha, M. (External coach)
Balancing Efficiency and Fairness on Ride-Hailing Platforms via Reinforcement Learning
Supervisor: Tavakol, M. (Supervisor 1), Pechenizkiy, M. (Supervisor 2) & Boon, M. A. A. (Supervisor 2)
Benchmarking Audio DeepFake Detection
Better clustering evaluation for the openml evaluation engine.
Supervisor: Vanschoren, J. (Supervisor 1), Gijsbers, P. (Supervisor 2) & Singh, P. (Supervisor 2)
Bi-level pipeline optimization for scalable AutoML
Supervisor: Nobile, M. (Supervisor 1), Vanschoren, J. (Supervisor 1), Medeiros de Carvalho, R. (Supervisor 2) & Bliek, L. (Supervisor 2)
Block-sparse evolutionary training using weight momentum evolution: training methods for hardware efficient sparse neural networks
Supervisor: Mocanu, D. (Supervisor 1), Zhang, Y. (Supervisor 2) & Lowet, D. J. C. (External coach)
Boolean Matrix Factorization and Completion
Supervisor: Peharz, R. (Supervisor 1) & Hess, S. (Supervisor 2)
Bootstrap Hypothesis Tests for Evaluating Subgroup Descriptions in Exceptional Model Mining
Supervisor: Duivesteijn, W. (Supervisor 1) & Schouten, R. M. (Supervisor 2)
Bottom-Up Search: A Distance-Based Search Strategy for Supervised Local Pattern Mining on Multi-Dimensional Target Spaces
Supervisor: Duivesteijn, W. (Supervisor 1), Serebrenik, A. (Supervisor 2) & Kromwijk, T. J. (Supervisor 2)
Bridging the Domain-Gap in Computer Vision Tasks
Supervisor: Mocanu, D. C. (Supervisor 1) & Lowet, D. J. C. (External coach)
CCESO: Auditing AI Fairness By Comparing Counterfactual Explanations of Similar Objects
Supervisor: Pechenizkiy, M. (Supervisor 1) & Hoogland, K. (External person) (External coach)
Clean-Label Poison Attacks on Machine Learning
Supervisor: Michiels, W. P. A. J. (Supervisor 1), Schalij, F. D. (External coach) & Hess, S. (Supervisor 2)
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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