Finding Correlations in Multimodal Data Using Decomposition Approaches

Dornbusch D, Haschke R, Menzel S, Wersing H (2010)
In: Proc. ESANN 2010. Belgium: d-facto: 253-258.

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Abstract
In this paper, we propose the application of standard decomposition approaches to find local correlations in multimodal data. In a test scenario, we apply these methods to correlate the local shape of turbine blades with their associated aerodynamic flow fields. We compare several decomposition algorithms, i.e., k-Means, Principal Component Analysis, Non-negative Matrix Factorization and Non-Negative Sparse Coding, with regards to their efficiency at finding local correlations and their ability to predict one modality from another.
Publishing Year
Conference
ESANN 2010
Location
Bruges, Belgium
Conference Date
2010-04-28/2010-04-30
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Dornbusch D, Haschke R, Menzel S, Wersing H. Finding Correlations in Multimodal Data Using Decomposition Approaches. In: Proc. ESANN 2010. Belgium: d-facto; 2010: 253-258.
Dornbusch, D., Haschke, R., Menzel, S., & Wersing, H. (2010). Finding Correlations in Multimodal Data Using Decomposition Approaches. Proc. ESANN 2010, 253-258.
Dornbusch, D., Haschke, R., Menzel, S., and Wersing, H. (2010). “Finding Correlations in Multimodal Data Using Decomposition Approaches” in Proc. ESANN 2010 (Belgium: d-facto), 253-258.
Dornbusch, D., et al., 2010. Finding Correlations in Multimodal Data Using Decomposition Approaches. In Proc. ESANN 2010. Belgium: d-facto, pp. 253-258.
D. Dornbusch, et al., “Finding Correlations in Multimodal Data Using Decomposition Approaches”, Proc. ESANN 2010, Belgium: d-facto, 2010, pp.253-258.
Dornbusch, D., Haschke, R., Menzel, S., Wersing, H.: Finding Correlations in Multimodal Data Using Decomposition Approaches. Proc. ESANN 2010. p. 253-258. d-facto, Belgium (2010).
Dornbusch, Daniel, Haschke, Robert, Menzel, Stefan, and Wersing, Heiko. “Finding Correlations in Multimodal Data Using Decomposition Approaches”. Proc. ESANN 2010. Belgium: d-facto, 2010. 253-258.
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