| 查看: 155 | 回复: 1 | |||
| 【奖励】 本帖被评价1次，作者darliu增加金币 1 个 | |||
| 当前主题已经存档。 | |||
[资源]
Statistical mechanics methods and phase transitions in optimization problems
|
|||
|
Author: O.C. Martin, R. Monasson, R. Zecchina language : English format: Pdf Pages: 80 Recently, it has been recognized that phase transitions play an important role in the probabilistic analysis of combinatorial optimization problems. However, there are in fact many other relations that lead to close ties between computer science and statistical physics. This review aims at presenting the tools and concepts designed by physicists to deal with optimization or decision problems in an accessible language for computer scientists and mathematicians, with no prerequisites in physics. We first introduce some elementary methods of statistical mechanics and then progressively cover the tools appropriate for disordered systems. In each case, we apply these methods to study the phase transitions or the statistical properties of the optimal solutions in various combinatorial problems. We cover in detail the Random Graph, the Satisfiability, and the Traveling Salesman problems. References to the physics literature on optimization are provided. We also give our perspective regarding the interdisciplinary contribution of physics to computer science. http://arxiv.org/PS_cache/cond-mat/pdf/0104/0104428.pdf |
回复此楼» 猜你喜欢
退学或坚持读
已经有27人回复
-
面上基金申报没有其他的参与者成吗
已经有5人回复
-
有70后还继续奋斗在职场上的吗？
已经有5人回复
-
遇见不省心的家人很难过
已经有22人回复
-
博士延得我，科研能力直往上蹿
已经有5人回复
-
多组分精馏求助
已经有6人回复