Mendeley出力
＜図書＞
Simulated annealing and Boltzmann machines : a stochastic approach to combinatorial optimization and neural computing
| 責任表示 | Emile Aarts, Jan Korst |
|---|---|
| シリーズ | Wiley-Interscience series in discrete mathematics and optimization |
| データ種別 | 図書 |
| 出版情報 | Chichester, England : Wiley , c1989 |
| 本文言語 | 英語 |
| 大きさ | xii, 272 p. : ill. ; 25 cm |
| 概要 | Simulated Annealing and Boltzmann Machines A Stochastic Approach to Combinatorial Optimization and Neural Computing Emile Aarts, Philips Research Laboratories, Eindhoven, and Eindhoven University of T...chnology, The Netherlands Jan Korst, Philips Research Laboratories, Eindhoven, The Netherlands Simulated annealing is a solution method in the field of combinatorial optimization based on an analogy with the physical process of annealing. The method is generally applicable, and can obtain solutions arbitrarily close to an optimum. However, finding high quality solutions can require large computational effort. The computational effort required can be greatly reduced by using the computational model of the Boltzmann machine. This is a neural network model which belongs to the class of connectionist models. It is characterized by massive parallelism and distributed representations. These features lead to a conceptually simple yet powerful model, which can be seen as an architectural blueprint for future parallel computers which can cope with higher order optimization problems such as learning. This book brings together in one volume the theory of simulated annealing and the model of the Boltzmann machine. It combines a mathematical treatment with a clear view of the applications which are already possible and the exciting developments which are beginning. It will be of great interest to graduate students and researchers in combinatorial optimization, numerical optimization, parallel processing, neural networks, computer science, artificial intelligence and automaton theory. Contents Preface Simulated Annealing Combinatorial Optimization Simulated Annealing Asymptotic Convergence Finite-Time Approximation Simulated Annealing in Practice Parallel Simulated Annealing Algorithms Boltzmann Machines Neural Computing Boltzmann Machines Combinatorial Optimization and Boltzmann Machines Classification and Boltzmann Machines Learning and Boltzmann Machines Appendix A: The EUR100 Instance Bibliography 続きを見る |
所蔵情報
| 状態 | 巻次 | 所蔵場所 | 請求記号 | 刷年 | 文庫名称 | 資料番号 | コメント | 予約・取寄 | 複写申込 | 自動書庫 |
|---|---|---|---|---|---|---|---|---|---|---|
|
|
|
理系図1F 開架 | 417/A 11 | 1990 |
|
068252192006078 |
|
|||
|
|
|
理系図3F 数理独自 | AART/10/1 | 1989 |
|
068222189001601 |
|
|||
|
|
|
理系図 自動書庫 | 1989 |
|
027232004154766 |
|
||||
|
|
|
理系図 自動書庫 | 105/AAR | 1989 |
|
068252188014474 |
|
書誌詳細
| 一般注記 | Bibliography: p. 243-258 Includes indexes |
|---|---|
| 著者標目 | *Aarts, Emile H. L. Korst, Jan |
| 件 名 | LCSH:Simulated annealing (Mathematics) LCSH:Machine theory LCSH:Neural computers |
| 分 類 | LCC:QA402.5 DC19:519 NDC8:417 |
| 書誌ID | 1000083889 |
| ISBN | 0471921467 |
| NCID | BA06681345 |
| 巻冊次 | ISBN:0471921467 ; PRICE:$52.00 (U.S.) |
| 登録日 | 2009.09.10 |
| 更新日 | 2009.09.17 |