• Title/Summary/Keyword: AMOUNT OF USE

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A Query Processing Technique for XML Fragment Stream using XML Labeling (XML 레이블링을 이용한 XML 조각 스트림에 대한 질의 처리 기법)

  • Lee, Sang-Wook;Kim, Jin;Kang, Hyun-Chul
    • Journal of KIISE:Databases
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    • v.35 no.1
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    • pp.67-83
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    • 2008
  • In order to realize ubiquitous computing, it is essential to efficiently use the resources and the computing power of mobile devices. Among others, memory efficiency, energy efficiency, and processing efficiency are required in executing the softwares embedded in mobile devices. In this paper, query processing over XML data in a mobile device where resources are limited is addressed. In a device with limited amount of memory, the techniques of XML. stream query processing need to be employed to process queries over a large volume of XML data Recently, a technique Galled XFrag was proposed whereby XML data is fragmented with the hole-filler model and streamed in fragments for processing. With XFrag, query processing is possible in the mobile device with limited memory without reconstructing the XML data out of its fragment stream. With the hole-filler model, however, memory efficiency is not high because the additional information on holes and fillers needs to be stored. In this paper, we propose a new technique called XFLab whereby XML data is fragmented with the XML labeling scheme which is for representing the structural relationship in XML data, and streamed in fragments for processing. Through implementation and experiments, XML showed that our XFLab outperformed XFrag both in memory usage and processing time.

XML Fragmentation for Resource-Efficient Query Processing over XML Fragment Stream (자원 효율적인 XML 조각 스트림 질의 처리를 위한 XML 분할)

  • Kim, Jin;Kang, Hyun-Chul
    • The KIPS Transactions:PartD
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    • v.16D no.1
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    • pp.27-42
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    • 2009
  • In realizing ubiquitous computing, techniques of efficiently using the limited resource at client such as mobile devices are required. With a mobile device with limited amount of memory, the techniques of XML stream query processing should be employed to process queries over a large volume of XML data. Recently, several techniques were proposed which fragment XML documents into XML fragments and stream them for query processing at client. During query processing, there could be great difference in resource usage (query processing time and memory usage) depending on how the source XML documents are fragmented. As such, an efficient fragmentation technique is needed. In this paper, we propose an XML fragmentation technique whereby resource efficiency in query processing at client could be enhanced. For this, we first present a cost model of query processing over XML fragment stream. Then, we propose an algorithm for resource-efficient XML fragmentation. Through implementation and experiments, we showed that our fragmentation technique outperformed previous techniques both in processing time and memory usage. The contribution of this paper is to have made the techniques of query processing over XML fragment stream more feasible for practical use.

Metamorphic Malware Detection using Subgraph Matching (행위 그래프 기반의 변종 악성코드 탐지)

  • Kwon, Jong-Hoon;Lee, Je-Hyun;Jeong, Hyun-Cheol;Lee, Hee-Jo
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.21 no.2
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    • pp.37-47
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    • 2011
  • In the recent years, malicious codes called malware are having shown significant increase due to the code obfuscation to evade detection mechanisms. When the code obfuscation technique is applied to malwares, they can change their instruction sequence and also even their signature. These malwares which have same functionality and different appearance are able to evade signature-based AV products. Thus, AV venders paid large amount of cost to analyze and classify malware for generating the new signature. In this paper, we propose a novel approach for detecting metamorphic malwares. The proposed mechanism first converts malware's API call sequences to call graph through dynamic analysis. After that, the callgraph is converted to semantic signature using 128 abstract nodes. Finally, we extract all subgraphs and analyze how similar two malware's behaviors are through subgraph similarity. To validate proposed mechanism, we use 273 real-world malwares include obfuscated malware and analyze 10,100 comparison results. In the evaluation, all metamorphic malwares are classified correctly, and similar module behaviors among different malwares are also discovered.

What factors drive AI project success? (무엇이 AI 프로젝트를 성공적으로 이끄는가?)

  • KyeSook Kim;Hyunchul Ahn
    • Journal of Intelligence and Information Systems
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    • v.29 no.1
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    • pp.327-351
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    • 2023
  • This paper aims to derive success factors that successfully lead an artificial intelligence (AI) project and prioritize importance. To this end, we first reviewed prior related studies to select success factors and finally derived 17 factors through expert interviews. Then, we developed a hierarchical model based on the TOE framework. With a hierarchical model, a survey was conducted on experts from AI-using companies and experts from supplier companies that support AI advice and technologies, platforms, and applications and analyzed using AHP methods. As a result of the analysis, organizational and technical factors are more important than environmental factors, but organizational factors are a little more critical. Among the organizational factors, strategic/clear business needs, AI implementation/utilization capabilities, and collaboration/communication between departments were the most important. Among the technical factors, sufficient amount and quality of data for AI learning were derived as the most important factors, followed by IT infrastructure/compatibility. Regarding environmental factors, customer preparation and support for the direct use of AI were essential. Looking at the importance of each 17 individual factors, data availability and quality (0.2245) were the most important, followed by strategy/clear business needs (0.1076) and customer readiness/support (0.0763). These results can guide successful implementation and development for companies considering or implementing AI adoption, service providers supporting AI adoption, and government policymakers seeking to foster the AI industry. In addition, they are expected to contribute to researchers who aim to study AI success models.

The effect of external influence and operational management level on urban water system from water-energy nexus perspective (물-에너지 넥서스 관점에서 외부영향과 운영관리 수준이 도시물순환시스템에 미치는 영향)

  • Choi, Seo Hyung;Shin, Bongwoo;Song, Youngseok;Kim, Dongkyun;Shin, Eunher
    • Journal of Korea Water Resources Association
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    • v.56 no.9
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    • pp.587-602
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    • 2023
  • Due to climate change, population growth, and economic development, the demand for water in the urban water system (UWS) and the energy required for water use constantly increase. Therefore, beyond the traditional method of considering only the water sector, the Nexus approach, which considers synergies and trade-offs between the water and energy sectors, has begun to draw attention. In previous researches, the Nexus methodology was used to demonstrate that the UWS is an energy-intensive system, analyze the water-energy efficiency relationship surrogated by energy intensity, and identify climate (long-term climate change, drought, type), geographic characteristics (topography, flat ratio, location), system characteristics (total supply water amount, population density, pipeline length), and operational management level (water network pressure, leakage rate, water saving) effects on the UWS. Through this, it was possible to suggest the direction of policies and institutions to UWS managers. However, there was a limit to establishing and implementing specific action plans. This study built the energy intensity matrix of the UWS, quantified the impact of city conditions, external influences, and operational management levels on the UWS using the water-energy Nexus model, and introduced water-energy efficiency criteria. With this, UWS managers will be able to derive strategies and action plans for efficient operation management of the UWS and evaluate suitability and validity after implementation.

Partial Denoising Boundary Image Matching Based on Time-Series Data (시계열 데이터 기반의 부분 노이즈 제거 윤곽선 이미지 매칭)

  • Kim, Bum-Soo;Lee, Sanghoon;Moon, Yang-Sae
    • Journal of KIISE
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    • v.41 no.11
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    • pp.943-957
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    • 2014
  • Removing noise, called denoising, is an essential factor for the more intuitive and more accurate results in boundary image matching. This paper deals with a partial denoising problem that tries to allow a limited amount of partial noise embedded in boundary images. To solve this problem, we first define partial denoising time-series which can be generated from an original image time-series by removing a variety of partial noises and propose an efficient mechanism that quickly obtains those partial denoising time-series in the time-series domain rather than the image domain. We next present the partial denoising distance, which is the minimum distance from a query time-series to all possible partial denoising time-series generated from a data time-series, and we use this partial denoising distance as a similarity measure in boundary image matching. Using the partial denoising distance, however, incurs a severe computational overhead since there are a large number of partial denoising time-series to be considered. To solve this problem, we derive a tight lower bound for the partial denoising distance and formally prove its correctness. We also propose range and k-NN search algorithms exploiting the partial denoising distance in boundary image matching. Through extensive experiments, we finally show that our lower bound-based approach improves search performance by up to an order of magnitude in partial denoising-based boundary image matching.

Characterization of the Nar Promoter Modified by Site-directed Mutagenesis to Use as an Expression Promoter (특정부위돌연변이화에 의해 변형된 nar 프로모터를 발현 프로모터로 이용하기 위한 특성연구)

  • 이종원
    • KSBB Journal
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    • v.11 no.4
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    • pp.431-437
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    • 1996
  • The nar promoter of Escherichta coli, which is maximally induced under anaerobic conditions in the presence of nitrate, was characterized to see whether the nar promoter cloned onto pBR322 can be used as an expression promoter. The modified nar promoter, in which several bases in the -10 region was mutated to the consensus sequence by site-directed mutagenesis, was characterized in E. coli, on which chromosome the fnr gene affecting expression of the nar promoter according to dissolved oxygen level was mutated. The E. coli lacZ gene was used as a reporter gene. The following effects were investigated to find optimal conditions to induce the modified nar promoter: induction methods, optimal nitrate concentrations, the amount of ${\beta}$-galactosidase expressed at the different growth conditions, and induction characteristics. The following results were obtained from the experiments : expression of ${\beta}$-galactosidase from the modified nar promoter was not affected much by nitrate concentrations. The maximal specific ${\beta}$-galactosidase activity was obtained when E. coli was grown under aerobic conditions, and then the modified nar promoter was induced at OD600=2.2 under microaerobic conditions (DO=1∼2%), under which conditions the maximal specific ${\beta}$-galactosidase activity was 13,000 Miller units. However, the specific ${\beta}$-galactosidase activity was approximately 6,000 Miller units even before the modified nar promoter was induced. Therefore, the modified nar promoter seemed to be useful when the cloned gene wants to be expressed in E. coli constitutively.

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In-Situ Experiment Method on Evaluation of Debris Flow (토석류 발생량 평가를 위한 현장시험 방법)

  • Song, Byungwoong;Yoon, Hyunseok;Kim, Seongmoon
    • Journal of the Korean GEO-environmental Society
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    • v.14 no.7
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    • pp.31-38
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    • 2013
  • After debris flow caused damage during recent years, many scholars and engineers have thrown their effort into analyzing risk from debris flow in Korea. But it is hard to predict damage by debris flow taken place in wide area. Recently, SINMAP program is widely well used to estimate the amount of debris flow and its' range. In order to make frequent use of it, the most important thing is selection of accurate input parameters. In-situ experiments, which are avaliable in the mountain, is to be suggested to get dependable input parameters for SINMAP. Those are permeability, cohesion, density, friction angle and thickness in SINMAP. To get those, test pit, block sampling, in-situ density test, auger boring, permeability test on ground surface, borehole shear test and dynamic cone test and so forth were selected. In addition, the reliability of the results will be increased through comparing with those by laboratory tests. Hence, the experiments are hard to enter the sites without temporary road and, if possible, licensing and many times are needed, too. Small size experiments are indeed necessary to get accurate parameters.

A Study on the Oxidation Process for Regeneration of Ferric Chloride Etching Solution (염화철 에칭 용액 재생을 위한 산화공정에 대한 연구)

  • Kim, Dae-Weon;Park, Il-Jeong;Kim, Geon-Hong;Lee, Sang-Woo;Choi, Hee-Lack;Jung, Hang-Chul
    • Resources Recycling
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    • v.26 no.2
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    • pp.18-24
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    • 2017
  • The $FeCl_3$ solution has been used as an etchant for etching of metal. It is necessary to reuse the etching solution because waste $FeCl_3$ etchant generated after use has provided environmental and economic problems. In this study, HCl was mixed with the $FeCl_2$ solution and then $H_2O_2$ was added into the mixed solution to oxidize the $Fe^{2+}$. During the oxidation process, oxidation-reduction potential (ORP) was measured and the relationship between ORP and oxidation ratio was investigated. As a result, this study found that the ORP was increased with increasing the concentration of HCl and $H_2O_2$, while the ORP is decreased with oxidation progress. Such a behavior was in good agreement with Nernst's equation. Also, the oxidation efficiency reached about 99% when a sufficient amount of HCl and $H_2O_2$ were added.

Prediction of Onion Purchase Using Structured and Unstructured Big Data (정형 및 비정형 빅데이터를 이용한 양파 소비 예측)

  • Rah, HyungChul;Oh, Eunhwa;Yoo, Do-il;Cho, Wan-Sup;Nasridinov, Aziz;Park, Sungho;Cho, Youngbeen;Yoo, Kwan-Hee
    • The Journal of the Korea Contents Association
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    • v.18 no.11
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    • pp.30-37
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    • 2018
  • The social media data and the broadcasting data related to onion as well as agri-food consumer panel data were collected and investigated if the amount of money spent to purchase onion in year 2014 when onion price plunged latest were correlated with the frequencies of onion-related keywords in the social media data and the broadcasting programs because onion price in year 2018 is expected to plunge due to overproduction and there has been needs to analyze impacts of social media and broadcasting program on onion purchase in the previous similar events, and identify potential factors that can promote onion consumption in advance. What we identified from our study include a) broadcasting news programs mentioning words "onion," were correlated with onion purchase with 3 - 6 weeks in advance; b) broadcasting entertainment programs mentioning words "onion and health," were correlated with onion purchase with 11 weeks in advance; c) blog mentioning words "onion and efficacy," were correlated with onion purchase with 5 weeks in advance. Our study provided a case on how social media and broadcasting programs could be analyzed for their effects on consumer purchase behavior using big data collection and analysis in the field of agriculture. We propose to use the findings from the study may be applied to promote onion consumption.