Relaxation technique (mathematics)
In mathematical optimization and related fields, relaxation is a modeling strategy. A relaxation is an approximation of a difficult problem by a nearby problem that is easier to solve. A solution of the relaxed problem provides information about the original problem.
For example, a linear programming relaxation of an integer programming problem removes the integrality constraint and so allows non-integer rational solutions. A Lagrangian relaxation of a complicated problem in combinatorial optimization penalizes violations of some constraints, allowing an easier relaxed problem to be solved. Relaxation techniques complement or supplement branch and bound algorithms of combinatorial optimization; linear programming and Lagrangian relaxations are used to obtain bounds in branch-and-bound algorithms for integer programming.
The modeling strategy of relaxation should not be confused with iterative methods of relaxation, such as successive over-relaxation (SOR); iterative methods of relaxation are used in solving problems in differential equations, linear least-squares, and linear programming. However, iterative methods of relaxation have been used to solve Lagrangian relaxations.

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Relaxation (approximation) - Wikipedia, the free encyclopedia
In mathematical optimization and related fields, relaxation is a modeling strategy. ... Relaxation techniques complement or supplement branch and bound ...
en.wikipedia.org/wiki/Relaxation_(approximation)
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Relaxation (iterative method) - Wikipedia, the free encyclopedia
In numerical mathematics, relaxation methods are iterative methods for solving systems of equations, including nonlinear systems. Relaxation methods were ...
en.wikipedia.org/wiki/Relaxation_(iterative_method)
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relaxation method (mathematics) -- Encyclopedia Britannica
The computation time as well as the computer memory size requirement increase rapidly, however, especially in three-dimensional problems with complex ...
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Relaxation methods (Mathematics) | Barnes & Noble
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The use of relaxation techniques to solve certain mathematical ...
Jul 9, 2006 ... This paper surveys various approaches of mathematical relaxation in the solution of decision‐making problems. A particular mathematical ...
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Moment and SDP relaxation techniques for smooth approximations ...
Mar 24, 2010 ... Mathematics > Optimization and Control ... recent moment and sparse semidefinite programming (SDP) relaxation techniques, we propose an ...
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Theoretical and numerical comparison of relaxation methods for ...
Feb 1, 2013 ... Mathematical programs with equilibrium constraints (MPECs) are difficult optimization problems whose feasible sets do not satisfy most of the ...
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Convex Relaxation Methods for Geometric Problems ... - IPAM - UCLA
Convex relaxation methods are studied and applied within a variety of disciplines in computer science and mathematics. They aim at providing exact or tight ...
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Theoretical and numerical comparison of relaxation... - Institut für ...
Sep 3, 2010 ... convergence theorems of several existing relaxation methods. ... Key Words: Mathematical programs complementarity constraints, Relaxation ...
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How to Reduce Test Anxiety--Math Study Skills--Academic Support
To reduce math test anxiety, you need to understand both the relaxation response ... The relaxation response is any technique or procedure that helps you to ...
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Relaxation (iterative method) - Wikipedia, the free encyclopedia
In numerical mathematics, relaxation methods are iterative methods for solving systems of equations, ... Relaxation methods were developed for solving large sparse linear systems, which arose as .... New York: Cambridge University Press.
Convex Relaxation Methods for Geometric Problems ... - IPAM - UCLA
Tony Chan (Hong Kong University of Science and Technology) ... Convex relaxation methods are studied and applied within a variety of disciplines in ... branches of mathematical sciences including optimization, functional analysis, geometry, ...
Theoretical and numerical comparison of relaxation methods for ...
Feb 1, 2013 ... Mathematical programs with equilibrium constraints (MPECs) are difficult ... the relaxation methods are certainly one of the most prominent class of .... Institute of Mathematics, University of Würzburg, Campus Hubland Nord, ...
A SHORT ACCOUNT OF RELAXATION METHODS
The relaxation method is a process of steadily improved approximation for the solution of simultaneous ... title and vocabulary of relaxation is discussed, the method is presented as a simple mathematical technique. ... Oxford University Press.
[PDF]relaxation methods for liquid crystal problems - Institute for ...
A point relaxation method for the liquid crystal problem is proposed and ... ISchool of Mathematics, University of Minnesota, Minneapolis, Minnesota 55455.
The performance of preconditioned waveform relaxation techniques ...
Waveform relaxation techniques for the pseudospectral solution of the heat conduction ... 2, Department of Mathematics, The University of Trondheim, 1995. 16.
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University of Houston - Clear Lake ... Guided Imagery is a technique used to induce relaxation and decrease stress ... Visualize studying for math successfully.
[PDF]New Relaxation Method for Mathematical Programs with ...
Abstract. In this paper, we present a new relaxation method for math- ... Informatics, Kyoto University, Kyoto, Japan, and Department of Applied Mathematics,.
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Cram101 Textbook Reviews, 2012
Relaxation technique Stress ∙ Structural Relaxation, responsible forthe glass transition ∙ In mathematics: ∙ Relaxation technique (mathematics), a technique for transforming hard constraints into easier ones ∙ Relaxation method, for numerically ...
Math Study Skills Workbook
Math Study Skills Workbook
Paul D. Nolting, Paul D. Nolting, Ph.D., 2010
In essence, you are taught to relax and then silently repeat cue words, such as, “I am relaxed.” After enough practice, you can relax during math tests. The cue- controlled relaxation technique has worked with thousands of students. For a better ...
Relaxation and Decomposition Methods for Mixed Integer Nonlinear Programming (International Series of Numerical...
Relaxation and Decomposition Methods for Mixed Integer Nonlinear Programming (International Series of Numerical...
Ivo Nowak, 2005
This book presents a comprehensive description of theory, algorithms and software for solving nonconvex mixed integer nonlinear programs (MINLP). The main focus is on deterministic global optimization methods, which play a very important role in integer linear programming, and are used only recently in MINLP.The presented material consists of two p...
Combined Relaxation Methods for Variational Inequalities
Combined Relaxation Methods for Variational Inequalities
Igor Konnov, 2001
Konnov, I.V. (1995): Combined Relaxation with Decomposition for Finding Equilibrium Points. Computational Mathematics and Mathematical Physics 35, 281-286 109. Konnov, I.V. (1995): Combined Relaxation Methods for Solving Vector ...
Molecular Excitation Dynamics and Relaxation: Quantum Theory and Spectroscopy
Molecular Excitation Dynamics and Relaxation: Quantum Theory and Spectroscopy
Leonas Valkunas, 2013
This work brings together quantum theory and spectroscopy to convey excitation processes to advanced students and specialists wishing to conduct research and understand the entire fi eld rather than just single aspects.Written by experienced authors and recognized authorities in the field, this text covers numerous applications and offers examples ...
e-Study Guide for: Numerical Mathematics by Matheus ...
e-Study Guide for: Numerical Mathematics by Matheus ...
Cram101 Textbook Reviews, 2012
Relaxation method Taylor series Series ∙ In mathematics: ∙ Relaxation technique (mathematics), a technique for transforming hard constraints into easier ones ∙ Relaxation method, for numerically solving elliptic partial differential equations ∙ In ...
Winning at Math: Your Guide to Learning Mathematics Through ...
Winning at Math: Your Guide to Learning Mathematics Through ...
Paul D. Nolting, 2002
Your Guide to Learning Mathematics Through Successful Study Skills Paul D. Nolting. high math anxiety or math test anxiety you will need to practice the long- term relaxation techniques. Relaxation Techniques The relaxation response is any ...
Ergodic Concepts in Stellar Dynamics: Proceedings of an International Workshop Held at Geneva Observatory University...
Ergodic Concepts in Stellar Dynamics: Proceedings of an International Workshop Held at Geneva Observatory University...
2013
The study of chaotic motions in stellar systems is just beginning to reach the "true" astronomers. This is an exceedingly valuable survey of this striking scientific development which will be important reading for students.
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Relaxation technique (mathematics)
[1211.1073] Computational and Statistical Tradeoffs via Convex Relaxation
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Math Techniques and Strategies: Learning to Love Math
Has it ever seemed to you that some of your students are hardwired to not like math? Some strategies that you can use in any grade level are:Rehabilitate negative attitudes in math. Reduce mistake anxiety.
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Lorenzo Pareschi Home Page: Research activity. Numerical methods for hyperbolic problems
Hyperbolic systems of balance laws pose several challenging mathematical and numerical problems. Numerical difficulties arise mainly in presence of nonlinear fluxes which may originate shocks and stiff source terms which may pose severe time step restrictions.
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