• 제목/요약/키워드: set covering

검색결과 246건 처리시간 0.022초

Set Covering 기반의 대용량 오믹스데이터 특징변수 추출기법 (Set Covering-based Feature Selection of Large-scale Omics Data)

  • 마정우;안기동;김광수;류홍서
    • 한국경영과학회지
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    • 제39권4호
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    • pp.75-84
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    • 2014
  • In this paper, we dealt with feature selection problem of large-scale and high-dimensional biological data such as omics data. For this problem, most of the previous approaches used simple score function to reduce the number of original variables and selected features from the small number of remained variables. In the case of methods that do not rely on filtering techniques, they do not consider the interactions between the variables, or generate approximate solutions to the simplified problem. Unlike them, by combining set covering and clustering techniques, we developed a new method that could deal with total number of variables and consider the combinatorial effects of variables for selecting good features. To demonstrate the efficacy and effectiveness of the method, we downloaded gene expression datasets from TCGA (The Cancer Genome Atlas) and compared our method with other algorithms including WEKA embeded feature selection algorithms. In the experimental results, we showed that our method could select high quality features for constructing more accurate classifiers than other feature selection algorithms.

커버링 다항식을 이용한 골레이 부호의 연판정 복호 (Soft-Decision Decoding of the [23,12] Golay Code Using Covering Polynomials)

  • 성원진
    • 한국통신학회논문지
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    • 제27권3A호
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    • pp.180-187
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    • 2002
  • 커버링 다항식을 이용한 복호는 오류 포착 복호의 확장된 형태로써, 순환 부호에 적용되어 간단하고도 효율적인 복호기 구현을 가능하게 한다. 커버링 다항식은 한계 거리 이상의 복호와 연판정 복호에도 사용될 수 있으며, 구현 복잡도는 사장되는 커버링 다항식의 개수에 비례하게 된다. 본 논문에서는 커버링 다항식을 이용한 연판정 복호 방법을 제시하고 이를 [23,12] 골레이 코드에 적용하였다. 적용을 위하여 새로운 커버링 다항식 집합을 일반화된 공식으로 유도하고, 이 집합이 골레이 부호를 비롯한 다수의 순환 부호에 효율적으로 활용될 수 있음을 보였다. 또한 제시된 방법을 사용한 복호기의 성능 평가 모의 실험을 수행하여 복잡도와 성능의 trade-off관계를 보였다. 유도된 커버링 다항식을 사용한 골레이 부호의 연판정 복호 시, 최대 유사도 복호가 갖는 최적 오율과 비교하여 전체 실험 구간에서 0.2dB 이내의 성능을 보였으며, 유사한 성능을 갖는 Chase 알고리듬 2와 경판정 복호가 결합된 경우에 비해 복잡도가 감소함을 확인하였다.

EDGE COVERING COLORING OF NEARLY BIPARTITE GRAPHS

  • Wang Ji-Hui;Zhang Xia;Liu Guizhen
    • Journal of applied mathematics & informatics
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    • 제22권1_2호
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    • pp.435-440
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    • 2006
  • Let G be a simple graph with vertex set V(G) and edge set E(G). A subset S of E(G) is called an edge cover of G if the subgraph induced by S is a spanning subgraph of G. The maximum number of edge covers which form a partition of E(G) is called edge covering chromatic number of G, denoted by X'c(G). It is known that for any graph G with minimum degree ${\delta},\;{\delta}-1{\le}X'c(G){\le}{\delta}$. If $X'c(G) ={\delta}$, then G is called a graph of CI class, otherwise G is called a graph of CII class. It is easy to prove that the problem of deciding whether a given graph is of CI class or CII class is NP-complete. In this paper, we consider the classification of nearly bipartite graph and give some sufficient conditions for a nearly bipartite graph to be of CI class.

집합 커버링 문제를 위한 정수계획법 기반 지역 탐색 (An Integer Programming-based Local Search for the Set Covering Problem)

  • 황준하
    • 한국컴퓨터정보학회논문지
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    • 제19권10호
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    • pp.13-21
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    • 2014
  • 집합 커버링 문제는 대표적인 조합 최적화 문제들 중 하나로서 n개의 열로부터 일부를 선택하여 m개의 행을 커버하되 비용을 최소화하는 문제로 정의된다. 본 논문에서는 집합 커버링 문제를 해결하기 위한 정수 계획법 기반 지역 탐색의 적용 방안을 제시하고 있다. 정수계획법 기반 지역 탐색은 이웃해를 탐색하여 현재해를 반복적으로 개선하는 지역 탐색 기법의 일종으로서 이웃해를 생성하기 위한 알고리즘으로 정수계획법을 사용한다. 본 논문에서 제시한 기법의 효과를 검증하기 위해 OR-Library의 테스트 데이터를 대상으로 실험을 수행하였다. 실험 결과, 모든 테스트 데이터에 있어서 정수계획법 기반 지역 탐색을 통해 지금까지 알려진 가장 좋은 해를 탐색할 수 있었다. 특히 4개의 테스트 데이터에 대해서는 지금까지 알려진 가장 좋은 해보다 더 좋은 해를 도출할 수 있음을 확인할 수 있었다.

COVERING COVER PEBBLING NUMBER OF A HYPERCUBE & DIAMETER d GRAPHS

  • Lourdusamy, A.;Tharani, A. Punitha
    • 한국수학교육학회지시리즈B:순수및응용수학
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    • 제15권2호
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    • pp.121-134
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    • 2008
  • A pebbling step on a graph consists of removing two pebbles from one vertex and placing one pebble on an adjacent vertex. The covering cover pebbling number of a graph is the smallest number of pebbles, such that, however the pebbles are initially placed on the vertices of the graph, after a sequence of pebbling moves, the set of vertices with pebbles forms a covering of G. In this paper we find the covering cover pebbling number of n-cube and diameter two graphs. Finally we give an upperbound for the covering cover pebbling number of graphs of diameter d.

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THE CENTERED-NET MEASURES AND THEIR REGULAR SETS

  • T. H;S. P;H. H
    • Journal of applied mathematics & informatics
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    • 제7권2호
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    • pp.673-683
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    • 2000
  • We define the centered-net covering and the centered-net parking measure and then show that the regular sets induced by the two centered measures are equal for $C{\frac}{\delta}{R}$ almost everywhere.

차기유도무기의 최적배치에 관한 모형 (An Optimal Allocation Model for SAM-X)

  • 김승빈;전건욱
    • 한국국방경영분석학회지
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    • 제30권1호
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    • pp.48-69
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    • 2004
  • An optimal allocation model for SAM-X by using a set covering model is suggested. This allocation model considers to guarantee the maximum security of vital areas from the attack of enemy aircraft(s) and missiles. In order to formulate this model, we applied the concept of parallel structure reliability to set covering model. This model gives both direction of the primary target line and location of the facility. When applied this model to the real situation, the solution of this model can be used to the references of decision making for the optimal military facility allocation.

A study on the column subtraction method applied to ship scheduling problem

  • Hwang, Hee-Su;Lee, Hee-Yong;Kim, Si-Hwa
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 2004년도 춘계학술대회 논문집
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    • pp.401-405
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    • 2004
  • Column subtraction, originally proposed by Harche and Thompson(]994), is an exact method for solving large set covering, packing and partitioning problems. Since the constraint set of ship scheduling problem(SSP) have a special structure, most instances of SSP can be solved by LP relaxation. This paper aims at applying the column subtraction method to solve SSP which can not be solved by LP relaxation. For remained instances of unsolvable ones, we subtract columns from the finale simplex table to get another integer solution in an iterative manner. Computational results having up to 10,000 0-1 variables show better performance of the column subtraction method solving the remained instances of SSP than complex branch-and-bound algorithm by LINDO.

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A study on the column subtraction method applied to ship scheduling problem

  • Hwang, Hee-Su;Lee, Hee-Yong;Kim, Si-Hwa
    • 한국항해항만학회지
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    • 제28권2호
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    • pp.129-133
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    • 2004
  • Column subtraction, originally proposed by Harche and Thompson(1994), is an exact method for solving large set covering, packing and partitioning problems. Since the constraint set of ship scheduling problem(SSP) have a special structure, most instances of SSP can be solved by LP relaxation This paper aim, at applying the column subtraction method to solve SSP which am not be solved by LP relaxation For remained instances of unsolvable ones, we subtract columns from the finale simplex table to get another integer solution in an iterative manner. Computational results having up to 10,000 0-1 variables show better performance of the column subtraction method solving the remained instances of SSP than complex branch and-bound algorithm by LINDO.

오류 복구를 위한 CRC 코드 커버링 패턴의 탐색 방법 (Search Methods for Covering Patterns of CRC Codes for Error Recovery)

  • Sung, Won-Jin
    • 제어로봇시스템학회논문지
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    • 제8권4호
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    • pp.299-302
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    • 2002
  • Error detection and correction using CRC and the general class of cyclic codes is an important part of designing reliable data transmission schemes. The decoding method for cyclic codes using covering patterns is easily-implementable, and its complexity de-pends on the number of covering patterns employed. Determination of the minimal set of covering patterns for a given code is an open problem. In this paper, an efficient search method for constructing minimal sets of covering patterns is proposed and compared with several existing search methods. The result is applicable to various codes of practical interest.