WebApr 4, 2024 · Recently, nonnegative tensor ring (NTR) decomposition combined with manifold learning has emerged as a promising approach for exploiting the multi-dimensional structure and extracting features from tensor data. However, an existing method such as graph regularized tensor ring (GNTR) decomposition only models the pair-wise … WebSep 1, 2024 · Nonnegative tensor ring (NTR) decomposition is a powerful tool for capturing the significant features of tensor objects while preserving the multi-linear structure of tensor data.
Graph Regularized Nonnegative Matrix Factorization for Data ...
WebOct 12, 2024 · Download PDF Abstract: Tensor ring (TR) decomposition is a powerful tool for exploiting the low-rank nature of multiway data and has demonstrated great potential in a variety of important applications. In this paper, nonnegative tensor ring (NTR) decomposition and graph regularized NTR (GNTR) decomposition are proposed, where … WebJan 15, 2024 · Graph regularized Nonnegative Matrix Factorization (GNMF) is one of the representative approaches in this category. The core of such approach is the graph, since a good graph can accurately reveal the relations of samples which benefits the data geometric structure depiction. ... Fast hypergraph regularized nonnegative tensor ring … green valley health and rehab
Learning Efficient Tensor Representations with Ring Structure …
WebSep 6, 2024 · For the high dimensional data representation, nonnegative tensor ring (NTR) decomposition equipped with manifold learning has become a promising model to … WebFeb 27, 2024 · Therefore, robust tensor completion (RTC) is proposed to solve this problem. The recently proposed tensor ring (TR) structure is applied to RTC due to its superior abilities in dealing with high-dimensional data with predesigned TR rank. To avoid manual rank selection and achieve a balance between low-rank component and sparse … WebFor the high dimensional data representation, nonnegative tensor ring (NTR) decomposition equipped with manifold learning has become a promising model to exploit … green valley harness centreville mi