Mudassar Abbas, DSc. (Tech)
I have completed my doctoral dissertation while working at the Deep Learning & Bayesian Modeling, and Complex Systems research groups. I no longer work at Aalto University, School of Science.
(firstname.lastname@aalto.fi)
During PhD studies, my research focused on Bayesian optimization for tuning chaotic systems as well as deep learning, especially, unsupervised/semi-supervised learning. I have been working on Ladder networks and adversarial training in order to develop a novel regularization framework for deep learning. I also have a Master's degree with distiction in Machine Learning and Data Mining from Aalto University, School of Science.
- Office:
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Room T3175 in TUAS Building,
Maarintie 8, Otaniemi campus area, Espoo
- Postal Address:
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Dept. of Computer Science,
School of Science, Aalto University
P.O. Box 15400, FI-00076 Aalto, Finland
Publications
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M. Abbas, A. Ilin, A. Solonen, J. Hakkarainen, E. Oja, H. Järvinen.
Empirical evaluation of Bayesian optimization in parametric tuning of chaotic systems. International Journal for Uncertainty Quantification,
6(6):467-485, 2016.
doi:10.1615/Int.J.UncertaintyQuantification.2016016645,
Preprint.
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M. Abbas, J .Kivinen, T. Raiko.
Understanding regularization by virtual adversarial training, ladder networks and others. International Conference on Learning Representations (ICLR) Workshop track,
2016.
PDF.
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M. Abbas, A. Ilin, A. Solonen, J. Hakkarainen, E. Oja, H. Järvinen.
Bayesian optimization for tuning chaotic systems. Nonlinear Processes in Geophysics Discussions,
1(2):1283-1312, 2014.
doi:10.5194/npgd-1-1283-2014,
PDF.
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A. Solonen, J. Hakkarainen, A.Ilin, M. Abbas, A. Bibov.
Estimating model error covariance matrix parameters in extended kalman filtering. Nonlinear Processes in Geophysics,
21(5):919-927, 2014.
doi:10.5194/npg-21-919-2014,
PDF.
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Y. Mehmood, M. Abbas, Xi. Chen, Timo Honkela.
Self-organizing maps of nutrition, lifestyle and health situation in the world.
In Advances in Self-Organizing Maps - Proceedings of WSOM 2011, 8th Int. Workshop,
pages 160-167, 2011.
Springer,
PDF.
PhD. Thesis
Master's Thesis
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Mudassar Abbas.
Statistical Estimation of Wild Animal Population in Finland: A Multiple Target Tracking Approach. Aalto University,
2011.
PDF.
Teaching Assistant
CS course: T-61.5130 Machine Learning and Neural Networks
(2016-2017)
(2015-2016)
(2014-2015)