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Seminar
Department
of Systems Engineering and Engineering Management
The Chinese
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Title |
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Optimal Spectrum Management:
Complexity, Duality and Approximation |
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Speaker |
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Prof. Shuzhong Zhang |
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Department of Systems Engineering & Engineering
Management |
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The |
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(Joint work with Zhi-Quan Luo) |
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Date |
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April 13th, 2007 (Friday) |
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Time |
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4:30 p.m. - 5:30 p.m. |
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Venue |
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Room 513 |
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William M.W. Mong Engineering
Building |
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(Engineering Building Complex Phase 2) |
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CUHK |
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Abstract:
We consider a class of nonconvex
optimization problems arising from spectrum management in multiuser
communication. For the discretized version of this
problem, we characterize its computational complexity under various practical
settings and study the structure of its global optimal solutions. It is shown
that this discretized nonconvex
optimization problem is NP-hard in general and has a positive duality gap.
Surprisingly this duality gap disappears asymptotically as the size of discretization step decreases to zero, thanks to a hidden
convexity that can be uncovered by the Lyapunov
Theorem in functional analysis. Based on this asymptotic zero duality result
and a Lagrangian dual relaxation, we present an
approximation scheme to compute an
$\epsilon$-optimal solution for the continuous version of the resource
management problem. |
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Biography:
Shuzhong Zhang obtained his Bsc degree from Department of Mathematics, |
************************* ALL ARE WELCOME ************************
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Enquiries |
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Bolin Ding or Jeffrey Xu Yu |
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Department of Systems Engineering and Engineering
Management |
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CUHK |
Website |
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http://www.se.cuhk.edu.hk/~seg5810 |
Email |
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seg5810@se.cuhk.edu.hk |
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