Network Optimization and Control

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Approximate Primal Solutions and Rate Analysis for Dual Subgradient Methods (2008, methodology): “Most remarkably, in networking applications, over the last few years, subgradient methods have been used with great success in developing decentralized cross-layer resource allocation mechanisms (see Low and Lapsley [18], Shakkottai and Srikant [30], and Srikant [33] for more on this subject).”
Convex Optimization in Signal Processing and Communications (2009, methodology): “This methodology has been used extensively in the networking literature to design cross-layer resource allocation mechanisms (see [23], [27], [48], [50], and [14]).”
Optimal incentive-driven design of participatory sensing systems (2013, positive): “The VCG mechanism [23, Chap.6], [24, Sec.”
Convergence Analysis of Quantized Primal-Dual Algorithms in Network Utility Maximization Problems (2016, methodology): “The problem of devising efficient decomposition methods for NUM problems has been extensively studied in the past decade, for example, see [2] and references therein.”