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Author:游弘毅
Author (Eng.):Hung-I Yu
Title:ImprovedAlgorithmsfortheMinmax-Regret1-Centerand1-MedianProblems
Title (Eng.):最小後悔設施放置問題之改進演算法
Advisor:王炳豐
advisor (eng):Biing-Feng Wang
degree:Ph.D
Institution:國立清華大學
Department:資訊工程學系
Narrow Field:工程學門
Detailed Field:電資工程學類
Types of papers:Academic thesis/ dissertation
Graduated Academic Year:96
language:English
number of pages:72
keyword (chi):設施放置問題最小後悔之最佳化
keyword (eng):location theoryminmax-regret optimizationcentersmediansgeneral graphstrees
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Over three decades, location problems on networks have received much attention from researchers in the fields of transportation and communication. Traditionally, network location theory has been concerned with networks in which the vertex weights and edge lengths are known precisely. However, in practice, it is often impossible to obtain precise estimates of all parameters of the network model, since real data often involve a significant portion of uncertainty. Recently, many researchers have turned their attention to a new approach for handling uncertainty, which is called the minmax-regret approach. The concept of this approach is to minimize the worst-case loss in the objective function that may occur because of the uncertain parameters.
In this dissertation, we examine the 1-center and 1-median problems on the minmax-regret model, and present efficient algorithms for the minmax-regret 1-center and 1-median problems on a general graph and a tree with uncertain vertex weights. For the minmax-regret 1-center problem on a general graph, we improve the previous upper bound from O(mn^2 log n) to O(mn log n). For the problem on a tree, we improve the upper bound from O(n^2) to O(n log^2 n). For the minmax-regret 1-median problem on a general graph, we improve the upper bound from O(mn^2 log n) to O(mn^2 + n^3 log n). For the problem on a tree, we improve the upper bound from O(n log^2 n) to O(n log n).
「設施放置問題」考慮的是在網路中尋找一個新設施的最佳放置地點。這一類問題的探討,不論就理論研究或實際應用而言,都具有相當的重要性。在傳統的網路設施放置問題中,一般會假設節點的權重及邊的長度這些參數都可以被精確的量測。然而實際生活中所蒐集到的資料通常有許多的不確定性,因此在考慮設施的最佳位置時,我們幾乎不可能得到這些網路參數的確實數值。近年來在設施放置問題的這個研究領域裡,有一類新的主題興起,稱為「最小後悔設施放置問題」。這個主題是為了實際符合網路環境的不確定性所產生,與傳統問題相較,更具有實用價值,所以吸引了許多學者的注意。
這篇論文研究的是最小後悔設施放置問題中最基本的兩個問題:the minmax-regret 1-center 問題和 the minmax-regret 1-median 問題,並探討在網路上節點權重有不確定性存在時的情況。我們在兩類最常見的網路上,對這兩個問題提出比既有方法更快速的演算法。就 the minmax-regret 1-center problem而言,在 general graph 上這個問題的時間複雜度被我們加快了 O(n) 倍,由原本的 O(mn^2 log n) 降到 O(mn log n);在 tree 上的時間也由原本的 O(n^2) 被加速到 O(n log^2 n)。就 the minmax-regret 1-median problem而言,在 general graph 上,我們將原本的 O(mn^2 log n)-time 演算法改善到 O(mn^2 + n^3 log n) time;而在 tree 上的時間也由原本的 O(n log^2 n) 進一步的減少到 O(n log n)。
Abstract i
Acknowledgement iii
Contents iv
List of Figures vi
List of Tables viii
Chapter 1 Introduction 1
1.1 Related Work 5
1.2 Summary of Results 7
1.3 Dissertation Organization 9
Chapter 2 Notation and Preliminaries 10
Chapter 3 The Minmax-Regret 1-center Problem on a General Graph 15
3.1. Averbakh and Berman’s Algorithm 15
3.2. An Improved Algorithm 17
Chapter 4 The Minmax-Regret 1-center Problem on a Tree 28
4.1. Preprocess 28
4.2. An Improved Algorithm 33
Chapter 5 The Minmax-Regret 1-median Problem on a General Graph 41
5.1. Averbakh and Berman's Algorithm 41
5.2. An Improved Algorithm 45
Chapter 6 The Minmax-Regret 1-median Problem on a Tree 48
6.1. Averbakh and Berman's Algorithm 48
6.2. An Improved Algorithm 52
6.2.1. Computing Medians 53
6.2.2. The New Approach 60
Chapter 7 Conclusion and Future Work 63
References 65
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