Dr. Nikos Gianniotis
Kontakt
Universität Potsdam,
Institut für Erd- und Umweltwissenschaften
Dr. Nikos Gianniotis
Haus Am Mühlenberg 3, Raum 18
Karl-Liebknecht-Str. 24-25
14476 Potsdam-Golm
- E-Mail:
- ngianni@geo.uni-potsdam.de
- Telefon:
- +49 331 977 6255
- Fax:
- +49 331 977 5700
- Biografie
- Forschung
- Publikationen
Biografie
- 2002
- BSc in Computer Science (First Class), University of Aberdeen
- 2003
- MSc in Natural Computation (with Distinction), University of Birmingham
- 2007
- PhD in Computer Science, University of Birmingham
Forschung
My research interests lie in general in the field of machine learning.
A particular interest of mine is the visualisation of high-dimensional and structured data.
Publikationen
Riggelsen, C., Gianniotis, N., Scherbaum, F., 2011. Learning Aggregations of Ground-Motion Models Using Data. 11th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP'11.
Scherbaum, F., Kühn, N., Ohrnberger, M., Riggelsen, C., Gianniotis, N., 2011. Quantification of Epistemic Uncertainties in Probabilistic Seismic Hazard Analysis. 11th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP'11.
N. Gianniotis, P. Tino, S. Spreckley, S. Raychaudhury: Visualization of Structured Data via Generative Probabilistic Modeling In Artificial Neural Networks – ICANN 2009, pp. 567-576, Lecture Notes in Computer Science, LNCS 5768, Springer-Verlag, 2009.
N. Gianniotis, P. Tino: Visualization of Structured Data via Generative Probabilistic Modeling.In Similarity-Based Clustering: Recent Developments and Biomedical Applications, pp. 118-137, Lecture Notes In Artificial Intelligence, Vol. 5400, Springer-Verlag, 2009.
N. Gianniotis, P. Tino: Visualisation of Tree-Structured Data through Generative Probabilistic Modelling.IEEE Transactions on Neural Networks, 19(8), pp 1468-1493, 2008.
N. Gianniotis, P. Tino: Visualisation of Tree-Structured Data through Generative Probabilistic Modelling.In 15th European Symposium on Artificial Neural Networks - ESANN 2007. pp. 97-102, 2007.
P. Tino, N. Gianniotis: Metric Properties of Structured Data Visualizations through Generative Probabilistic Modelling.In 20th International Joint Conference on Artificial Intelligence - IJCAI'07, (ed.) Manuela M. Veloso. pp. 1083-1088, AAAI Press, 2007.
Biografie
- 2002
- BSc in Computer Science (First Class), University of Aberdeen
- 2003
- MSc in Natural Computation (with Distinction), University of Birmingham
- 2007
- PhD in Computer Science, University of Birmingham
Forschung
My research interests lie in general in the field of machine learning.
A particular interest of mine is the visualisation of high-dimensional and structured data.
Publikationen
Riggelsen, C., Gianniotis, N., Scherbaum, F., 2011. Learning Aggregations of Ground-Motion Models Using Data. 11th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP'11.
Scherbaum, F., Kühn, N., Ohrnberger, M., Riggelsen, C., Gianniotis, N., 2011. Quantification of Epistemic Uncertainties in Probabilistic Seismic Hazard Analysis. 11th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP'11.
N. Gianniotis, P. Tino, S. Spreckley, S. Raychaudhury: Visualization of Structured Data via Generative Probabilistic Modeling In Artificial Neural Networks – ICANN 2009, pp. 567-576, Lecture Notes in Computer Science, LNCS 5768, Springer-Verlag, 2009.
N. Gianniotis, P. Tino: Visualization of Structured Data via Generative Probabilistic Modeling.In Similarity-Based Clustering: Recent Developments and Biomedical Applications, pp. 118-137, Lecture Notes In Artificial Intelligence, Vol. 5400, Springer-Verlag, 2009.
N. Gianniotis, P. Tino: Visualisation of Tree-Structured Data through Generative Probabilistic Modelling.IEEE Transactions on Neural Networks, 19(8), pp 1468-1493, 2008.
N. Gianniotis, P. Tino: Visualisation of Tree-Structured Data through Generative Probabilistic Modelling.In 15th European Symposium on Artificial Neural Networks - ESANN 2007. pp. 97-102, 2007.
P. Tino, N. Gianniotis: Metric Properties of Structured Data Visualizations through Generative Probabilistic Modelling.In 20th International Joint Conference on Artificial Intelligence - IJCAI'07, (ed.) Manuela M. Veloso. pp. 1083-1088, AAAI Press, 2007.
