Singular-Value-Decomposition-Based Matrix Surgery
This paper is motivated by the need to stabilise the impact of deep learning (DL) training for medical image analysis on the conditioning of convolution filters in relation to model overfitting and robustness. We present a simple strategy to reduce square matrix condition numbers and investigate its effect on the spatial distributions of point clouds ...
Jehan Ghafuri, Sabah Jassim
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GENERALIZED MATRIX DECOMPOSITION REGRESSION: ESTIMATION AND INFERENCE FOR TWO-WAY STRUCTURED DATA. [PDF]
Wang Y +4 more
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The neuropathological diagnosis of Alzheimer’s disease (AD) relies on amyloid beta (Aβ) deposition in brain tissues. To study the relationship between Aβ deposition and brain structure, as determined using 11C-Pittsburgh compound B (PiB) and magnetic ...
Atsushi Kawaguchi, Fumio Yamashita
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Parameter-Free Matrix Decomposition for Specular Reflections Removal in Endoscopic Images. [PDF]
Joseph J, George SN, Raja K.
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SICGNN: structurally informed convolutional graph neural networks for protein classification
Recently, graph neural networks (GNNs) have been widely used in various domains, including social networks, recommender systems, protein classification, molecular property prediction, and genetic networks.
YongHyun Lee +3 more
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Mining algorithm of accumulation sequence of unbalanced data based on probability matrix decomposition. [PDF]
Mou S, Zhang H.
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Matrix-qubit algorithm for semantic analysis of probabilistic data
The paper presents a method for semantic data analysis by means of complex-valued matrix decomposition. The method is based on the quantum model of contextual decision-making, according to which observable probabilities are generated by qubit states ...
Ilya A. Surov
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Sparse Matrix Decompositions For Clustering
Publication in the conference proceedings of EUSIPCO, Lisbon, Portugal ...
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Weighted Matrix Decomposition for Small Surface Defect Detection. [PDF]
Zhong Z, Wang H, Xiang D.
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Movie recommendation model based on probabilistic matrix decomposition using hybrid AdaBoost integration. [PDF]
Zhang Z, Wu Q, Zhang Y, Liu L.
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