• Title/Summary/Keyword: Experimental Attributes

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Sequential Pattern Mining Algorithms with Quantities (정량 정보를 포함한 순차 패턴 마이닝 알고리즘)

  • Kim, Chul-Yun;Lim, Jong-Hwa;Ng Raymond T.;Shim Kyu-Seok
    • Journal of KIISE:Databases
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    • v.33 no.5
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    • pp.453-462
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    • 2006
  • Discovering sequential patterns is an important problem for many applications. Existing algorithms find sequential patterns in the sense that only items are included in the patterns. However, for many applications, such as business and scientific applications, quantitative attributes are often recorded in the data, which are ignored by existing algorithms but can provide useful insight to the users. In this paper, we consider the problem of mining sequential patterns with quantities. We demonstrate that naive extensions to existing algorithms for sequential patterns are inefficient, as they may enumerate the search space blindly. Thus, we propose hash filtering and quantity sampling techniques that significantly improve the performance of the naive extensions. Experimental results confirm that compared with the naive extensions, these schemes not only improve the execution time substantially but also show better scalability for sequential patterns with quantities.

Efficient Buffer Allocation Policy for the Adaptive Block Replacement Scheme (적응력있는 블록 교체 기법을 위한 효율적인 버퍼 할당 정책)

  • Choi, Jong-Moo;Cho, Seong-Je;Noh, Sam-Hyuk;Min, Sang-Lyul;Cho, Yoo-Kun
    • Journal of KIISE:Computer Systems and Theory
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    • v.27 no.3
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    • pp.324-336
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    • 2000
  • The paper proposes an efficient buffer management scheme to enhance performance of the disk I/O system. Without any user level information, the proposed scheme automatically detects the block reference patterns of applications by associating block attributes with forward distance of a block. Based on the detected patterns, the scheme applies an appropriate replacement policy to each application. We also present a new block allocation scheme to improve the performance of buffer cache when kernel needs to allocate a cache block due to a cache miss. The allocation scheme analyzes the cache hit ratio of each application based on block reference patterns and allocates a cache block to maximize cache hit ratios of system. These all procedures are performed on-line, as well as automatically at system level. We evaluate the scheme by trace-driven simulation. Experimental results show that our scheme leads to significant improvements in hit ratios of cache blocks compared to the traditional schemes and requires low overhead.

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Enhanced Recommendation Algorithm using Semantic Collaborative Filtering: E-commerce Portal (전자상거래 포탈을 위한 시맨틱 협업 필터링을 이용한 확장된 추천 알고리즘)

  • Ahmed, Shohel;Kim, Jong-Woo;Kang, Sang-Gil
    • Journal of Intelligence and Information Systems
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    • v.17 no.3
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    • pp.79-98
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    • 2011
  • This paper proposes a semantic recommendation technique for a personalized e-commerce portal. Semantic recommendation is achieved by utilizing the attributes of products. The semantic similarity of the products is merged with the rating information of the products to provide an accurate recommendation. The recommendation technique also analyzes various attitudes of the customer to evaluate the implicit rating of products. Attitudes are classifies into three types such as "purchasing product", "adding product to shopping cart", and "viewing the product information." We implicitly track customer attitude to estimate the rating of products for recommending products. Also we implement a session validation process to identify the valid sessions that are highly important for giving an accurate recommendation. Our recommendation technique shows a high degree of accuracy as we use age groupings of customers with similar preferences. The experimental section shows that our proposed recommendation method outperforms well known collaborative filtering methods not only for the existing customer, but also for the new user with no previous purchase record.

Feature extraction motivated by human information processing method and application to handwritter character recognition (인간의 정보처리 방법에 기반한 특징추출 및 필기체 문자인식에의 응용)

  • 윤성수;변혜란;이일병
    • Korean Journal of Cognitive Science
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    • v.9 no.1
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    • pp.1-11
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    • 1998
  • In this paper, the features which are thought to be used by humans based on the psychological experiment of human information processing are applied to character recognition problem. Man will deal with a little large area information as well as pixel by pixel information. Therefore we define the feature that represents a little wide region I information called region feature, and combine the features derived from region feature and pixel by pixel features that have been used by now. The features we used are the result of region feature based preanalysis, mesh with region attributes, cross distance difference and gradient. The training and test data in the experiment are handwritten Korean alphabets, digits and English alphabets, which are trained on neural network using back propagation algorithm and recognition results are 90.27-93.25%, 98.00% and 79.73-85.75%, respectively Experimental results show that the feature we are suggesting in this paper is 1-2% better than UDLRH feature similar in attribute to region feature, and the tendency of misrecognition is more easily acceptable by humans.

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A Study on the Quality of Subject Data in Library Catalogs (주제명 데이터를 통해 본 현행 목록의 품질과 과제)

  • Rho, Jee-Hyun
    • Journal of Korean Library and Information Science Society
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    • v.46 no.4
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    • pp.379-402
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    • 2015
  • This study intends to make a comprehensive inquiry into the quality of subject data in library catalogs. On the basis of National Library Subject Headings (NLSH) developed in 2002, National Library of Korea (NLK) has input the subject data into cataloging records since 2003. However a serious question could arise regarding whether the data are appropriate and desirable as a subject of the work. Under these circumstances, this study examined as follows: First, the meanings and attributes of the 'subject' were examined with a comprehensive literature survey. Second, a experimental analysis was carried out to measure the quality of the subject data. Sample records were selected from NLK, LC and A university library in Korea, and absolute and relative quality were compared. Finally, the substantial and realistic strategies for improving the quality of subject data were discussed.

A Distributed Architecture Based SMTP Server for Large Email Service (대용량 이메일 서비스를 위한 분산 구조 기반의 SMTP 서버)

  • Kim, Young-Jong;Kwak, Hu-Keun;Chung, Kyu-Sik
    • The KIPS Transactions:PartC
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    • v.16C no.5
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    • pp.597-604
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    • 2009
  • An SMTP(Simple Mail Transfer Protocol) server was designed for delivering and storing user's email across a network. An SMTP server can be distributed as multiple servers for large service, huge users or massive emails. An SMTP server can be constructed by multiple servers with separating file system as email storing space, and each SMTP server can usually share each file system by using the NFS(Network File system). However the NFS is originally designed for sharing each file system across a network, and contains all attributes and features of regular file system. Using this NFS for email storing space of SMTP servers, it makes overhead due to unnecessary work of regular file system. In this paper, we propose a method to do directly operation with socket for reducing work overhead caused by the NFS. For doing directly operation with socket, this paper defines information based storing space structure and a protocol for storing emails. We performed experiments using Mailstone made by Netscape. The experimental results show the performance improvement of the proposed method compared to the existing method.

The Effect of Art Infusion Interactive Advertising on Smart Signage (명화를 활용한 인터렉티브 스마트 사이니지의 효과에 관한 연구)

  • Han, Kwang-Seok
    • Journal of the Korea Convergence Society
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    • v.11 no.2
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    • pp.101-107
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    • 2020
  • This study is based on Art Infusion type (modification vs. re-interprete and interactivity level (high vs. low) are independent variables such as 'Product-Related Memory (PRM)' and 'Image Related Memory (IRM)', Experimental research was carried out empirically through Two-Way MANOVA analysis with advertising attitude as a dependent variable. As a result, first, in the case of the modified advertisement, when the interactivity is low, the advertisement image-related memory information (IRM) is more memorized and affects the judgment. Second, in the case of reinterpreted advertising, the memory information related to product attributes is stored at low level regardless of the level of interactivity. Third, the attitude toward advertising for famous paintings was positive when the level of interactivity was low.

Analysis of Radioactive Contamination Normal Level of Numerical Isotope using Clustering Methods (클러스터링 방법을 이용한 방사능 정상수치의 동위원소별 오염 분석)

  • Jung, Yong-Gyu;Choi, Jung-Ah;Cha, Byung-Heun
    • The Journal of the Institute of Internet, Broadcasting and Communication
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    • v.14 no.6
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    • pp.41-46
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    • 2014
  • As the radioactive-related incidents have been occurred frequently such as Fukushima nuclear exposure incident, it is always considered radioactivity normal levels in radiation exposure as a most risk components at several government agencies. In this paper, the data were analyzed by information in the data beyond range of the attributes. The clustering analysis method is used by EM and SimpleKMeans algorithm. The experimental results about US Radioactive associated data is depending on the method of data analysis. It can be seen that the method of the algorithm is different depending on local value of the normal range. The governments need to pay attention to increase the investigation frequency.

An Analysis of Informal Concepts of Average Found in Fifth and Sixth Graders (5, 6학년 학생들의 대표값에 대한 비형식적 개념 분석)

  • Lee Chun-Jae;Jeon Pyung-Kook
    • The Mathematical Education
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    • v.45 no.3 s.114
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    • pp.319-343
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    • 2006
  • The purpose of this study is to investigate how fifth and sixth graders recognize average and to find out suggestions for teaching/learning methods of average by examining which difference there is depending on the way of the word problem presentation. For the this purpose, was conducted experiment study with the way of the world problem presentation set up as experimental treatment. The conclusions drawn from the results obtained in the this study were as follows : First, since students who did not learn the regular course of average had various informal concepts already, it is needed to consider handling more various concepts of average in order to enable students to expand flexible thoughts. Second, compared with fifth and sixth graders showed a wide difference in informal concepts of average depending on the way of the word problem presentation. In expect data with given average, concepts of mean as algorithm, balance point, and mode indicated similar percentage, while in estimate average with given data, the percentage of students who showed the concept of mean was very high at 67.6%. That may be because problems related to mean in the current textbooks are items of 'estimate average with given data', so in types of 'estimate average with given data', students solve questions with mean as algorithm without considering situations of problems. This result suggests that it is necessary to diversify the way of the word problem presentation even in textbooks. Third, as a result of analyzing informal concepts of average, there was significant difference in grades. In addition, the results suggested that there would be difference in the concepts of average depending on gender or attributes of discrete quantity and continuous quantity.

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Relationship between Ionic Conductivity and Composition of Li2O-ZrO2-SiO2 Glasses Determined from Mixture Design (혼합물계획법에 의한 Li2O-ZrO2-SiO2 유리의 이온전도도와 조성의 관계)

  • Kang, Eun-Tae;Kim, Myoung-Joong;Kim, Jae-Dong
    • Journal of the Korean Ceramic Society
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    • v.44 no.4 s.299
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    • pp.219-223
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    • 2007
  • The ionic conductivity of $Li_2O-ZrO_2-SiO_2$ glasses has been designed and analyzed on the basis of a mixture design experiment with constraints. Fitted models for the activation energy and the ionic conductivity are as follows: $Q(kJ/moi)=54.8565x_1+144.825x_2+133.846x_3-170.908x_1x_3-334.338x_2x_3$ $log{\sigma}(300K)=-5.00245x_1-1.17876x_2-15.5173x_3+17.4522x_1x_3$. The electrical properties are very sensitive to the ratio of $Li_2O/SiO_2$. The effect of $ZrO_2$ is less than that of this ratio but $ZrO_2$ component attributes to the reduction of the activation energy. The optimal composition for best ionic conduction based on these fitted models is $55Li_2O{\cdot}10ZrO_2{\cdot}35SiO_2$. Its activation energy and ionic conductivity at 300 K are 46.98 kJ/mol and $1.08{\times}10^{-5}{\Omega}^{-1}{\cdot}cm^{-1}$, respectively.