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Designing OLAP Cube Structures for Market Basket Analysis (장바구니 분석용 OLAP 큐브 구조의 설계)

  • Yu, Han-Ju;Choi, In-Soo
    • Journal of the Korea Society of Computer and Information
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    • v.12 no.4
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    • pp.179-189
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    • 2007
  • Every purchase a customer makes builds patterns about how products are purchased together. The process of finding these patterns, called market basket analysis, is composed of two steps in the Microsoft Association Algorithm. The first step is to find frequent item-sets. The second step which requires much less time than the first step does is to generate association rules based on frequent item-sets. Even though the first step, finding frequent item-sets, is the core part of market basket analysis, when applied to Online Analytical Processing(OLAP) cubes it always raises several points such as longitudinal analysis becomes impossible and many unpractical transactions are built up. In this paper, a new OLAP cube structures designing method which makes longitudinal analysis be possible and also makes only real customers' purchase patterns be identified is proposed for market basket analysis.

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A Dynamic QoS Adjustment Enabled and Load-balancing-aware Service Composition Method for Multiple Requests

  • Wu, Xiaozhu
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.15 no.3
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    • pp.891-910
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    • 2021
  • Previous QoS-aware service composition methods mainly focus on how to generate composite service with the optimal QoS efficiently for a single request. However, in the real application scenarios, there are multiple service requests and multiple service providers. It is more important to compose services with suboptimal QoS and maintain the load balance between services. To solve this problem, in this paper, we propose a service composition method, named as dynamically change and balancing composition method (DCBC). It assumes that the QoS of service is not static, and the services can adjust the value of QoS to gain more opportunities to be selected for composition. The method mainly includes two steps, which are the preprocessing step and the service selection step. In the preprocessing step, a backward global best QoS calculation is performed which regarding the static and dynamic QoS respectively; then guided by the global QoS, the feasible services can be selected efficiently in the service selection step. The experiments show that the DCBC method can not only improve the overall quality of composite services but also guarantee the fulfill ratio of requests and the load balance of services.

Optical Image Split-encryption Based on Object Plane for Completely Removing the Silhouette Problem

  • Li, Weina;Phan, Anh-Hoang;Jeon, Seok-Hee;Kim, Nam
    • Journal of the Optical Society of Korea
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    • v.17 no.5
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    • pp.384-391
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    • 2013
  • We propose a split-encryption scheme on converting original images to multiple ciphertexts. This conversion introduces one random phase-only function (POF) to influence phase distribution of the preliminary ciphertexts. In the encryption process, the original image is mathematically split into two POFs. Then, they are modulated on a spatial light modulator one after another. And subsequently two final ciphertexts are generated by utilizing two-step phase-shifting interferometry. In the decryption process, a high-quality reconstructed image with relative error $RE=7.6061{\times}10^{-31}$ can be achieved only when the summation of the two ciphertexts is Fresnel-transformed to the reconstructed plane. During the verification process, any silhouette information was invisible in the two reconstructed images from different single ciphertexts. Both of the two single REs are more than 0.6, which is better than in previous research. Moreover, this proposed scheme works well with gray images.

A Development of Expected Loss Control Chart Using Reflected Normal Loss Function (역정규 손실함수를 이용한 기대손실 관리도의 개발)

  • Kim, Dong-Hyuk;Chung, Young-Bae
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.39 no.2
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    • pp.37-45
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    • 2016
  • Control chart is representative tools of statistical process control (SPC). It is a graph that plotting the characteristic values from the process. It has two steps (or Phase). First step is a procedure for finding a process parameters. It is called Phase I. This step is to find the process parameters by using data obtained from in-controlled process. It is a step that the standard value was not determined. Another step is monitoring process by already known process parameters from Phase I. It is called Phase II. These control chart is the process quality characteristic value for management, which is plotted dot whether the existence within the control limit or not. But, this is not given information about the economic loss that occurs when a product characteristic value does not match the target value. In order to meet the customer needs, company not only consider stability of the process variation but also produce the product that is meet the target value. Taguchi's quadratic loss function is include information about economic loss that occurred by the mismatch the target value. However, Taguchi's quadratic loss function is very simple quadratic curve. It is difficult to realistically reflect the increased amount of loss that due to a deviation from the target value. Also, it can be well explained by only on condition that the normal process. Spiring proposed an alternative loss function that called reflected normal loss function (RNLF). In this paper, we design a new control chart for overcome these disadvantage by using the Spiring's RNLF. And we demonstrate effectiveness of new control chart by comparing its average run length (ARL) with ${\bar{x}}-R$ control chart and expected loss control chart (ELCC).

Two-step thermochemical cycles for hydrogen production using NiFe2O4/m-ZrO2 and CeO2 devices (NiFe2O4/m-ZrO2와 CeO2를 이용한 고온 태양열 열화학 싸이클의 수소 생산)

  • Kim, Chul-Sook;Cho, Ji-Hyun;Kim, Dong-Yeon;Seo, Tae-Beom
    • Journal of the Korean Solar Energy Society
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    • v.33 no.2
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    • pp.93-100
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    • 2013
  • Two-step thermochemical cycle using ferrite-oxide($Fe_2O_4$) device was investigated. The $H_2O$(g) was converted into $H_2$ in the first experiment which was performed using a dish type solar thermal system. However the experiment was lasted only for 2 cycles because the metal oxide device was sintered and broken down. Another problem was that the reaction was taken place mainly on a side of the metal oxide device. The m-$ZrO_2$, which was widely known as a material preventing sintering, was applied on the metal oxide device. The ferrite loading rate and the thickness of the metal oxide device were increased from 10.67wt% to 20wt% and from 10mm to 15mm, respectively. The chemical reactor having two inlets was designed in order to supply the reactants uniformly to the metal oxide device. The second-experiment was lasted for 5 cycles, which was for 6 hours. The total amount of the $H_2$ production was 861.30ml. And cerium oxide($CeO_2$) device was used for increasing $H_2$ production rate. $CeO_2$ device had low thermal resistance, however, more $H_2$ production rate than $Fe_2O_4$ device.

Two-step Holographic Imaging Method based on Single-pixel Compressive Imaging

  • Li, Jun;Li, Yaqing;Wang, Yuping;Li, Ke;Li, Rong;Li, Jiaosheng;Pan, Yangyang
    • Journal of the Optical Society of Korea
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    • v.18 no.2
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    • pp.146-150
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    • 2014
  • We propose an experimental holographic imaging scheme combining compressive sensing (CS) theory with digital holography in phase-shifting conditions. We use the Mach-Zehnder interferometer for hologram formation, and apply the compressive sensing (CS) approach to the holography acquisition process. Through projecting the hologram pattern into a digital micro-mirror device (DMD), finally we will acquire the compressive sensing measurements using a photodiode. After receiving the data of two holograms via conventional communication channel, we reconstruct the original object using certain signal recovery algorithms of CS theory and hologram reconstruction techniques, which demonstrated the feasibility of the proposed method.

Molecular Cloning And analysis of Korean Insulin Gene (한국인 인슈린 유전자의 클로닝 및 분석)

  • 김형민;한상수;고건일;손동환;전창덕;정헌택;김재백
    • YAKHAK HOEJI
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    • v.37 no.5
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    • pp.504-510
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    • 1993
  • Human insulin gene is consisted of the polymorphic region with the repeating units, the regulatory sequence, the structural gene including the intervening sequence, and 3'-flanking region. The polymerase chain reaction, which amplifies the target DNA between two specific primers, has been performed for the amplification of human insulin gene and simple one-step cloning of it into Escherichia coli. Out of 1727 nuceotides compared, only 4 sites were variable: 5'-regulatory region(G2101$\rightarrow$AGG); IVS I(T2401$\rightarrow$A); Exon II(C2411 deletion); IVS II(A2740 dejection). The variations at the G2101 and T2401 were the same as those found in one American allele. The other two variations were observed only in the specific Korean allele. And, the enzyme digestion patterns among normal, insulin dependent diabetes mellitus, and non-insulin dependent diabetes mellitus were the same. On the other hand, PCR method showed the possibility of the quickaccess for the polymorphic region in terms of the restriction fragment length of polymorphism.

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On the Semantic Differences of the Two Plural Forms in Korean (두 가지 복수형의 의미 차이에 대하여)

  • Gang, Beom-Mo
    • Language and Information
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    • v.12 no.2
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    • pp.115-137
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    • 2008
  • We examine the meanings of two plural forms in Korean. Kwak (2003) and Jun (2004) claimed that unmarked (i.e. zero) plural forms denote groups and 'deul' plural forms denote sums, and Kang (2007) indicated problems in such claims. Soon after, Jun (2007) raised an objection to Kang's view by slightly modifying his former analysis, and now this paper is a reply to Jun (2007). Jun's revision of his former view is one step forward but still it is faced with many authentic counter examples. In the mean time, Noh (2008) raised an objection to Kang (2007) from a totally different direction, claiming that unmarked forms are not plural but only singular. This position is not sound, either. We have so many cases where unmarked forms are used with plural interpretation. All in all, our view that unmarked forms denote singular as well plural individuals(sums, groups) and 'deul' forms denote only plural individuals(sums, groups) is to be maintained.

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Waterborne PU Impregnation and Color Fastness of Ultramicrofiber PET Knitted Fabric (폴리에스테르 초극세 편직물의 수분산 PU 함침가공 및 염색견뢰도)

  • 정동석;천태일;이문철
    • Textile Coloration and Finishing
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    • v.15 no.3
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    • pp.168-175
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    • 2003
  • Ultramicrofiber(UMF) PET knitted fabric and regular PET plain woven fabric as reference sample were impregnated with waterborne polyurethane(PU) in a two-step process with dyeing/PU treatment and PU treatment/dyeing to investigate the effect of the treatment sequence. The waterborne PU impregnated fabrics were dyed with two kinds of vat and disperse dyes to investigate the dyeing properties and the dyeing fastnesses. In vat dyeing the rank of color strength(K/S) was in order of dyeing/PU impregnation > dyeing only > PU impregnation/dyeing, whereas in case of disperse dyeing, the order was dyeing/PU impregnation > PU impregnation/dyeing >dyeing only. Wash fastness of vat dyeing showed a higher 2-3 grade than disperse dyeing, while rubbing and light fastnesses were not good for disperse dyes.

Functional Properties of Fish Skin Gelatin Hydrolysate from a Continuous Two-Stage Membrane Reactor (2단계 막반응기에서 연속적으로 생산된 어피젤라틴 가수분해물의 기능성)

  • Kim, Se-Kwon;Byun, Hee-Guk;Jeon, You-Jin;Cho, Duck-Jae
    • Applied Biological Chemistry
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    • v.37 no.2
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    • pp.85-93
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    • 1994
  • The fish skin gelatin hydrolysates were produced using a continuous two-stage membrane (MWCO 10,000, MWCO 5,000) reactor, and molecular weights, amino acids and functional properties of the hydrolysates were investigated. The major molecular weights distribution of the major fractions were $8{\sim}10\;KDa$ and $4.5{\sim}6.5\;KDa$ in the 1st-step hydrolysates, $2{\sim}6\;KDa$ and $0.5{\sim}2\;KDa$ in the 2nd-step hydrolysates. Among the amino acids in the hydrolysates, glycine, proline, serine, alanine, hydroxyproline, glutamic acid and aspartic acid having sweet taste were responsible for $68{\sim}72%$ of the total amino acids. But valine, methionine, isoleucine, leucine, phenylalanine and histidine having a bitter taste were only $23{\sim}25%$ Taste evaluations show that the gelatin hydrolysates have a brothy and sweet taste, 2nd-step hydrolysate have more a favorable taste than 1st-step hydrolysate. The hydrolysates were completely soluble and clear over the entire pH range. Moisture sorption at intermediate water activities of the 2nd-step hydrolysate was much higher than the unmodified fish skin gelatin, but foaming and emulsification properties were poor. Buffer capacity of the 2nd-step hydrolysate was higher than the fish skin gelatin and 1st-step hydrolysate, while viscosities of the hydrolysates were lower than the fish skin gelatin.

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