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On the phase transitions of random k-constraint satisfaction problems

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成果类型:
期刊论文
作者:
Fan, Yun;Shen, Jing*
通讯作者:
Shen, Jing
作者机构:
[Fan, Yun; Shen, Jing] Cent China Normal Univ, Dept Math, Wuhan 430079, Peoples R China.
[Shen, Jing] Naval Univ Engn, Sch Sci, Wuhan 430033, Peoples R China.
通讯机构:
[Shen, Jing] C
Cent China Normal Univ, Dept Math, Wuhan 430079, Peoples R China.
语种:
英文
关键词:
Constraint satisfaction problem;Phase transition
期刊:
Artificial Intelligence
ISSN:
0004-3702
年:
2011
卷:
175
期:
3-4
页码:
914-927
基金类别:
National Science Project (973 Project) of ChinaNational Basic Research Program of China [2005CB321902]; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [60973033]
机构署名:
本校为第一且通讯机构
院系归属:
数学与统计学学院
摘要:
Constraint satisfaction has received increasing attention over the years. Intense research has focused on solving all kinds of constraint satisfaction problems (CSPs). In this paper, first we propose a random CSP model, named k-CSP, that guarantees the existence of phase transitions under certain circumstances. The exact location of the phase transition is quantified and experimental results are provided to illustrate the performance of the proposed model. Second, we revise the model k-CSP to a random linear CSP by incorporating certain linear ...

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