Sentence examples for matrix completion and from inspiring English sources
These models generalize many well known techniques in data analysis, such as (standard or robust) PCA, nonnegative matrix factorization, matrix completion, and k-means.
In addition, the lifted models provide avenues for interesting extensions such as network topology optimization, input matrix completion, and robustness against noisy inputs.
His research interests are a mix of applications of graph theory and combinatorics, distance geometry problems, spectral and SDP methods, network analysis, rigidity theory, matrix completion and analysis of large data sets.
The results are reported to the SBS, where matrix completion and joint sparsity recovery algorithms are applied to decode the occupied channels.
Meanwhile, two detection algorithms respectively based on matrix completion and jointly sparse recovery were also proposed to recover the channel occupancy, while the relatively faster jointly sparse recovery algorithm still involves multiple constrained optimization sub-problems.
Recently, there is an increasing interest in low-rank optimizations such as matrix factorization, matrix completion, and rank minimization, both from a theoretical and from a practical standpoint [24, 31, 32].
"An Extended Frank-Wolfe Method with 'In-Face' Directions, and its Application to Low-Rank Matrix Completion". Freund, Robert M., Paul Grigas, and Rahul Mazumder.
Therefore, reconstruction of the full-field, high-spatial-resolution strain field from a limited set of randomly positioned low-resolution global measurements is modeled as a low-rank matrix completion framework and damage detection as a sparse decomposition formulation, enabled by emerging convex optimization techniques.
We introduce two correction methods to address this bias, an inferencebased matrix completion algorithm and an averaging approach, tailored to address different underlying biological questions.
We see that using additional sources like the biological networks directly are helpful in the case of Katz and matrix completion on C and to lesser extent in case of C atapult in the top 1 20.
Parallel Stochastic Gradient Algorithms for Large-Scale Matrix Completion B. Recht and C. Ré. 2011.
