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RSS FeedsEntropy, Vol. 23, Pages 1349: A Multi-Modal Fusion Method Based on Higher-Order Orthogonal Iteration Decomposition (Entropy)

 
 

15 october 2021 13:48:02

 
Entropy, Vol. 23, Pages 1349: A Multi-Modal Fusion Method Based on Higher-Order Orthogonal Iteration Decomposition (Entropy)
 


Multi-modal fusion can achieve better predictions through the amalgamation of information from different modalities. To improve the performance of accuracy, a method based on Higher-order Orthogonal Iteration Decomposition and Projection (HOIDP) is proposed, in the fusion process, higher-order orthogonal iteration decomposition algorithm and factor matrix projection are used to remove redundant information duplicated inter-modal and produce fewer parameters with minimal information loss. The performance of the proposed method is verified by three different multi-modal datasets. The numerical results validate the accuracy of the performance of the proposed method having 0.4% to 4% improvement in sentiment analysis, 0.3% to 8% improvement in personality trait recognition, and 0.2% to 25% improvement in emotion recognition at three different multi-modal datasets compared with other 5 methods.


 
54 viewsCategory: Informatics, Physics
 
Entropy, Vol. 23, Pages 1348: Sparse Estimation Strategies in Linear Mixed Effect Models for High-Dimensional Data Application (Entropy)
Entropy, Vol. 23, Pages 1350: Minimum Entropy Production Effect on a Quantum Scale (Entropy)
 
 
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