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 / Bemerkung
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.
Erscheinungsjahr
Titel des Konferenzbandes
Proc. ESANN 2010
Seite
253-258
Konferenz
ESANN 2010
Konferenzort
Bruges, Belgium
Konferenzdatum
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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esann-2010_final.pdf
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2011-06-14T15:40:10Z

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