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Given a set of corrupted data drawn from a union of multiple subspace, the subspace recovery problem is to segment the data into their respective subspace and to correct the possible noise simultaneously. Recently, it is discovered that the task can be characterized, both theoretically and numerically, by solving a matrix nuclear-norm and a ?2,1-mixed norm involved convex minimization problems. The minimization model actually has separable structure in both the objective function and constraint; it thus falls into the framework of the augmented Lagrangian alternating direction approach. In this paper, we propose and investigate an augmented Lagrangian algorithm. We split the augmented Lagrangian function and minimize the subproblems alternatively with one variable by fixing the other one. Moreover, we linearize the subproblem and add a proximal point term to easily derive the closed-form solutions. Global convergence of the proposed algorithm is established under some technical conditions. Extensive experiments on the simulated and the real data verify that the proposed method is very effective and faster than the sate-of-the-art algorithm LRR. 相似文献
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Cui Pang Yunhai Liu Xiaohong Cao Rong Hua Caixia Wang Chunqing Li 《Journal of Radioanalytical and Nuclear Chemistry》2010,286(1):185-193
Chitosan-coated attapulgite beads were prepared by coating chitosan on naturally and abundantly available attapulgite, and
made into spherical beads to adsorb uranium from aqueous solutions. The beads were characterized by SEM, EDS and FT-IR. The
characteristics of beads of adsorbing uranium(VI) from aqueous solutions were studied at different conditions of pH, initial
uranium concentration, contact time, biomass dosage and temperature. The pseudo-second order rate equation was used to describe
the kinetic data, and isotherm data were fitted to Langmuir and Freundlich adsorption models. Thermodynamic parameters (ΔG°, ΔH°, and ΔS°) of the biosorption were also calculated. Thermodynamic parameters of the CAAB, viz., ΔG°(308 K), ΔH°, and ΔS° were determined to be −21.59, 6.29l and 90.51 J/mol K, respectively. The experimental results demonstrate that the beads
of chitosan coated onto attapulgite exhibit considerable potential for application in both adsorption and removal of uranium
from aqueous solutions. 相似文献
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