Iulian Ilieş, Dr.
Room: 405 Mugar Life Sciences
B.Sc., Mathematics and Integrated Social and Cognitive Psychology (Combined Program), International University Bremen, Germany (2006)
M.Sc., Mathematics, Jacobs University Bremen, Germany (2007)
Dr., Statistics, Jacobs University Bremen, Germany (2010)
Research Associate, Jacobs University Bremen, Germany (2008-2011)
Research Associate, Northeastern University, Boston, MA (2011-)
My research focuses primarily on exploratory data analysis and mathematical modeling, specifically on the development and application of methods for uncovering emerging patterns and their underlying mechanisms in complex empirical data.
One of the most interesting and relevant applications of mathematical and statistical theory is in the field of biology. My current projects explore the dynamics of the injury response in the spinal cord of the brown ghost knifefish (Apteronotus leptorhynchus) at both cell population level, using systems of partial differential equations, and protein level, using data mining techniques on expression data. Previous work using the same model system includes demonstrating the non-randomness of the chirping behavior exhibited during fish interactions, as well as quantifying and visualizing the spatial distribution of various cell markers within specific regions of interest of the central nervous system.
Before joining the group of Günther Zupanc, I have worked on cluster analysis methods for data with high cardinality and dimensionality and their applications in the construction of visual vocabularies, as well as on concept propagation techniques underpinning the unsupervised annotation of images.
When not working, I enjoy strolling through the city’s streets and parks, reading, and occasionally drawing, or simply keeping up to date with the latest topics in science and technology.
Zupanc, G.K.H., Sîrbulescu, R.F., Nichols, A., Ilies, I.: Electric interactions through chirping behavior in the weakly electric fish, Apteronotus leptorhynchus. Journal of Comparative Physiology A 192, 159-173 (2006), doi:10.1007/s00359-005-0058-5
Ilies, I., Jaeger, H., Kosuchinas, O., Rincon, M., Sakenas, V., Vaskevicius, N.: Stepping forward through echoes of the past: Forecasting with echo state networks. Technical Report, Jacobs University Bremen, Germany (2007), URL: http://minds.jacobs-university.de/sites/default/files/uploads/papers/2213_Jaegeretal07b_0.pdf
Jacobs, A., Herzog, O., Wilhelm, A., Ilies, I.: Relaxation-based data mining on images and text from news web sites. In Proceedings of the IASC 2008 Meeting, Yokohama, Japan (2008)
Ilies, I., Jacobs, A., Wilhelm, A., Herzog, O.: Classification of news images using captions and a visual vocabulary. Technical Report No. 50, Technologie Zentrum-Informatik, Universität Bremen, Germany (2009), URL: http://www.tzi.de/fileadmin/resources/resources/publikationen/tzi_berichte/TZI-Bericht_Nr._50.pdf
Sîrbulescu, R.F., Ilies, I., Zupanc, G.K.H.: Structural and functional regeneration after spinal cord injury in the weakly electric teleost fish, Apteronotus leptorhynchus. Journal of Comparative Physiology A 195, 699-714 (2009), doi:10.1007/s00359-009-0445-4
Ilies, I., Jacobs, A., Herzog, O., Wilhelm, A.: Combining text and image processing in an automated image classification system. In Proceedings of the 2010 Symposium on the Interface, Seattle, WA (2010)
Ilies, I., Wilhelm, A.: Projection-based partitioning for large, high-dimensional datasets. Journal of Computational and Graphical Statistics 19, 474-492 (2010), doi:10.1198/jcgs.2010.08038
Ilies, I., Jacobs, A.: Automatic image annotation through concept propagation. In Ludes, P. (ed.), Algorithms of Power: Key Invisibles, pp. 71-86. Series: The World Language of Key Visuals: Computer Science, Humanities, Social Sciences. Series Editors: Ludes, P., Herzog, O. LIT Verlag, Münster, Germany (2011), Preview URL: http://books.google.com/books?id=qstEXDZEzKcC&pg=PA71#v=onepage&q&f=false
Zupanc, G.K.H., Sîrbulescu, R.F., Ilies, I.: Radial glia in the cerebellum of adult teleost fish: Implications for the guidance of migrating new neurons. Neuroscience 210, 416-430 (2012), doi:10.1016/j.neuroscience.2012.03.012
Ilies, I., Zupanc, M.M., Zupanc, G.K.H.: Proteome analysis reveals protein candidates involved in early stages of brain regeneration in teleost fish. Neuroscience 219, 302-313 (2012), doi:10.1016/j.neuroscience.2012.05.028