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Locality-Sensitive Hashing for Data with Categorical and Numerical Attributes Using Dual Hashing

  • Lee, Keon Myung
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제14권2호
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    • pp.98-104
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    • 2014
  • Locality-sensitive hashing techniques have been developed to efficiently handle nearest neighbor searches and similar pair identification problems for large volumes of high-dimensional data. This study proposes a locality-sensitive hashing method that can be applied to nearest neighbor search problems for data sets containing both numerical and categorical attributes. The proposed method makes use of dual hashing functions, where one function is dedicated to numerical attributes and the other to categorical attributes. The method consists of creating indexing structures for each of the dual hashing functions, gathering and combining the candidates sets, and thoroughly examining them to determine the nearest ones. The proposed method is examined for a few synthetic data sets, and results show that it improves performance in cases of large amounts of data with both numerical and categorical attributes.

COCAW: A Genome-wide Pattern Search System for Designing Microbial Probes

  • Ryu, Seung-Hee;Park, Kie-Jung;Lee, Do-Hoon;Kim, Cheol-Min
    • Genomics & Informatics
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    • 제7권3호
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    • pp.178-180
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    • 2009
  • A few bioinformatics tools have been used to find out conserved regions as probes. We have developed a system based on a heuristic method with web interfaces to find out conserved regions against microbial genomes. The system runs in real time by using relative entropy in limited narrow regions and detecting similar regions between pair regions with local alignment. The system could be useful to find out conserved regions as genome-wide scale.

전문가 시스템을 이용한 블록조립 공정계획 (Computer Aided Process Planning of Block Assembly using an Expert System)

  • 신동목
    • 한국해양공학회지
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    • 제17권1호
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    • pp.67-71
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    • 2003
  • This paper presents the use of an evert system to automate process planning of block assembly, a task that is usually completed manually. In order to determine the sequence of assembly operation, a search method guided by rules, such as merging of related operations, grouping of similar operations, and precedence rules based on know-hows and geometrical reasoning, is used. In this paper, the expert system developed is explained in detail regarding a global database, control strategies, and rule bases. For verification purposes, the evert system has been applied to simple examples. Since the rule bases are isolated from the inference engine in the developed system, it is easy to add more rules in the future.

최소 DTW 거리 기반의 데이터 시퀀스 색인 기법 (Sequence Data Indexing Method based on Minimum DTW Distance)

  • 길기정;송석일;송재종;이석필;장세진;이종설
    • 한국콘텐츠학회논문지
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    • 제11권12호
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    • pp.52-59
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    • 2011
  • 이 논문에서는 시퀀스 데이터베이스에서 효과적인 유사 검색을 지원하기 위한 색인 기법을 제안한다. 제안하는 색인 기법에서는 데이터 시퀀스에 대한 필터링 효과를 얻기 위해, 최소 DTW 거리를 새롭게 제안한다. 최소 DTW 거리는 유사한 데이터 시퀀스 그룹과 질의 시퀀스 사이의 최소거리를 측정하는 방법이다. 최소 DTW 거리는 계층적인 색인 구조를 통해서 시퀀스 데이터베이스를 필터링하면서 유사도 검색을 수행할 수 있도록 한다. 마지막으로, 실험을 통해서 제안하는 방법의 우수성을 입증한다.

New Mutation Rule for Evolutionary Programming Motivated from the Competitive Exclusion Principle in Ecology

  • Shin, Jung-Hwan;Park, Doo-Hyun;Chien, Sung-I1
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 2001년도 ICCAS
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    • pp.165.2-165
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    • 2001
  • A number of previous researches in evolutionary algorithm are based on the study of facets we observe in natural evolution. The individuals of species in natural evolution occupy their own niche that is a subdivision of the habitat. This means that two species with the similar requirements cannot live together in the same niche. This is known as the competitive exclusion principle, i.e., complete competitors cannot coexist. In this paper, a new evolutionary programming algorithm adopting this concept is presented. Similarly in the case of natural evolution , the algorithm Includes the concept of niche obtained by partitioning a search space and the competitive exclusion principle performed by migrating individuals. Cell partition and individual migration strategies are used to preserve search diversity as well as to speed up convergence of an ...

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Multi-level Scheduling Algorithm Based on Storm

  • Wang, Jie;Hang, Siguang;Liu, Jiwei;Chen, Weihao;Hou, Gang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제10권3호
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    • pp.1091-1110
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    • 2016
  • Hybrid deployment under current cloud data centers is a combination of online and offline services, which improves the utilization of the cluster resources. However, the performance of the cluster is often affected by the online services in the hybrid deployment environment. To improve the response time of online service (e.g. search engine), an effective scheduling algorithm based on Storm is proposed. At the component level, the algorithm dispatches the component with more influence to the optimal performance node. Inside the component, a reasonable resource allocation strategy is used. By searching the compressed index first and then filtering the complete index, the execution speed of the component is improved with similar accuracy. Experiments show that our algorithm can guarantee search accuracy of 95.94%, while increasing the response speed by 68.03%.

Legibility of Electronic Paper

  • Jeng, Shie-Chang;Lin, Yen-Rong;Liu, Kang-Hung;Liao, Chi-Chang;Wen, Chao-Hua;Chao, Chih-Yu;Shieh, Kong-King
    • 한국정보디스플레이학회:학술대회논문집
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    • 한국정보디스플레이학회 2005년도 International Meeting on Information Displayvol.I
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    • pp.817-820
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    • 2005
  • Legibility of electronic paper was evaluated by using the method of letter-search task and subjective visual comfort scaling. The results show that legibility depends on the illumination level, and conventional paper has a higher visual comfort rating than electronic paper although they have the similar performance in the letter-search task.

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Search Algorithm of Maximal-Period Sequences Based on One-Dimensional Maps with Finite Bits and Its Application to DS-CDMA Systems

  • Yoshioka, Daisaburou;Tsuneda, Akio;Inoue, Takahiro
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2002년도 ITC-CSCC -3
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    • pp.2019-2022
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    • 2002
  • This paper presents design of spreading codes for asynchronous DS-CDMA systems. We have been trying to generate maximal-period sequences based on one-dimensional maps with finite bits whose shapes are similar to piecewise linear chaotic maps. We propose an efficient search algorithm finding such mammal-period sequences. This algorithm makes it possible to find many kinds of maximal-period sequences with sufficiently long period for CDMA applications. We also investigate bit error rate(BER) in asynchronous DS-CDMA systems using the maximal-period binary sequences by computer simulations.

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Interlaminar Flux Density Distribution at Joints of Overlapping Stacked Electrical Steel and Amorphous Ribbons

  • Erdem, Sezer;Derebasi, Naim
    • Journal of Magnetics
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    • 제15권4호
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    • pp.190-193
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    • 2010
  • The design of joints in a transformer core significantly affects the transformer's efficiency. Air gaps cause variations in the flux distribution at the joints of the laminations, which depend on the geometry. Two similar samples consisting of electrical steel strips and amorphous ribbons were made. The spatial flux distributions were determined using an array of search coils for each sample. 2D models of these samples were created and examined by finite element analysis. The magnetic flux distribution for each lamination in the samples was computed. The results show that the flux density in amorphous ribbons above and below the air gap starts to approach saturation at lower flux density levels than for electrical steel. The flux density measured using the search coil under the air gap is increased in amorphous ribbons and decreased in the electrical steel with increasing frequency.

교통량 분산을 위한 대체경로 연구 (A Study on Alternative Paths for Spread of Traffic)

  • 서기성
    • 한국시뮬레이션학회논문지
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    • 제6권1호
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    • pp.97-108
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    • 1997
  • For the purpose of decreasing economic loss from the traffic jam, a car route guidance system efficiently utilizing the existing roads has attracted a great deal of attention. In this paper, the search algorithm for optimal path and alternative paths, which is the main function of a car route guidance system, was presented using evolution program. Search efficiency was promoted by changing the population size of path individuals in each generation, applying the concept of age and lifetime to path individuals. Through simulation on the virtual road-traffic network consisting of 100 nodes with various turn constraints and traffic volumes, not only the optimal path with the minimal cost was obtained, avoiding turn constraints and traffic congestion, but also alternative paths with similar costs and acceptable difference was acquired, compared with optimal path.

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