• Title/Summary/Keyword: 데이터 확장성 문제

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Research on Driving Pattern Analysis Techniques Using Contrastive Learning Methods (대조학습 방법을 이용한 주행패턴 분석 기법 연구)

  • Hoe Jun Jeong;Seung Ha Kim;Joon Hee Kim;Jang Woo Kwon
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.23 no.1
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    • pp.182-196
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    • 2024
  • This study introduces driving pattern analysis and change detection methods using smartphone sensors, based on contrastive learning. These methods characterize driving patterns without labeled data, allowing accurate classification with minimal labeling. In addition, they are robust to domain changes, such as different vehicle types. The study also examined the applicability of these methods to smartphones by comparing them with six lightweight deep-learning models. This comparison supported the development of smartphone-based driving pattern analysis and assistance systems, utilizing smartphone sensors and contrastive learning to enhance driving safety and efficiency while reducing the need for extensive labeled data. This research offers a promising avenue for addressing contemporary transportation challenges and advancing intelligent transportation systems.

Concurrency Control and Consistency Maintenance of Cached Spatial Data in Client-Server Environment (클라이언트-서버 환경에서 캐쉬된 공간 데이터의 동시성 제어 및 일관성 유지 기법)

  • Shin, Young-Sang;Hong, Bong-Hee
    • Journal of KIISE:Databases
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    • v.28 no.3
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    • pp.512-527
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    • 2001
  • In a client-server spatial database, it is desirable to maintain the cached data in a client side to minimize the communication overhead across a network. This paper deals with the issues of concurrency and consistency of map updates in this environment. A client transaction to update map data is an interactive work and takes a long time to complete it. The map update in a client site may affect the other sites'updates because of dependencies between spatial data stored at different sites. The concurrent updates should be propagated to the other clients as well as the server to keep the consistency of map replicated in a client cache, and also the communication overhead of the update propagation should be minimized not to lose the benefit of caching. The newly proposed cache region locking with CR lock and CX lock controls the update dependency due to spatial relationships. CS lock and COD lock are suggested to use optimistic detection-based approaches for guaranteeing the consistency of cached client data. The cooperative update protocol uses these extended locking primitives and Spatial Relationship-based 2PC (SR-based 2PC). This paper argues that the concurrent updates of cached client spatial data can be achieved by deciding on collaborative updates or independent updates based on spatial relationships.

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Discovery of Frequent Sequence Pattern in Moving Object Databases (이동 객체 데이터베이스에서 빈발 시퀀스 패턴 탐색)

  • Vu, Thi Hong Nhan;Lee, Bum-Ju;Ryu, Keun-Ho
    • The KIPS Transactions:PartD
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    • v.15D no.2
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    • pp.179-186
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    • 2008
  • The converge of location-aware devices, GIS functionalities and the increasing accuracy and availability of positioning technologies pave the way to a range of new types of location-based services. The field of spatiotemporal data mining where relationships are defined by spatial and temporal aspect of data is encountering big challenges since the increased search space of knowledge. Therefore, we aim to propose algorithms for mining spatiotemporal patterns in mobile environment in this paper. Moving patterns are generated utilizing two algorithms called All_MOP and Max_MOP. The first one mines all frequent patterns and the other discovers only maximal frequent patterns. Our proposed approach is able to reduce consuming time through comparison with DFS_MINE algorithm. In addition, our approach is applicable to location-based services such as tourist service, traffic service, and so on.

A Music Recommendation System based on Context-awareness using Association Rules (연관규칙을 이용한 상황인식 음악 추천 시스템)

  • Oh, Jae-Taek;Lee, Sang-Yong
    • Journal of Digital Convergence
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    • v.17 no.9
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    • pp.375-381
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    • 2019
  • Recently, the recommendation system has attracted the attention of users as customized recommendation services have been provided focusing on fashion, video and music. But these services are difficult to provide users with proper service according to many different contexts because they do not use contextual information emerging in real time. When applied contextual information expands dimensions, it also increases data sparsity and makes it impossible to recommend proper music for users. Trying to solve these problems, our study proposed a music recommendation system to recommend proper music in real time by applying association rules and using relationships and rules about the current location and time information of users. The accuracy of the recommendation system was measured according to location and time information through 5-fold cross validation. As a result, it was found that the accuracy of the recommendation system was improved as contextual information accumulated.

A Development of Automatic Extraction System for Welding Inspection Information based on Shipbuilding and Maritime CAD (조선해양 CAD 기반 용접검사 정보 자동 추출 시스템 개발)

  • Kim, Bae-Sung;Hwang, Hun-Gyu;Song, Chang-Sub;Lee, Ki-Taek
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.24 no.1
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    • pp.28-36
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    • 2020
  • In shipbuilding industry, there is conducting most of works by welding at the shipyard, and the volume of welding is increasing with international trends of green ships. Welding joint is guaranteed quality through non-destructive testing (NDT). The manual welding inspection report is produced by identifying the drawings designed, which results in losses the many workforce and occurs human errors. To solve these problems, this paper covers a system that reports on inspection information is automatically generation by input data based on shipbuilding-specific CAD. The developed system analyzes the shape data from drawings of modeling. Also, the system determines welding joints through expansion of the part boundary and generates tag numbers. In addition, it provides the function to automatically extract the information needed for inspection such as weld length, thickness and etc. We conducted test to verify the usefulness of the developed system and confirmed that the welding inspection information extracted through system matches the information shown in drawings of modeling.

Improving the National Archives of Korea's Service for Change Information of Records-Creating Agencies Using Records in Contexts-Ontology (RiC-O) (RiC-O(Records in Contexts - Ontology)를 활용한 국가기록원 기록물 생산기관 변천정보 서비스 개선방안)

  • Hyunchae Kim;Sunghee Kang;Hae-young Rieh
    • Journal of Korean Society of Archives and Records Management
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    • v.24 no.1
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    • pp.47-72
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    • 2024
  • This study delves into the National Archives of Korea's service that provides information on changes in records-creating agencies, identifying the problems in an organizational relationship structure and exploring potential enhancements using the RiC-O. Drawing insights from the French PIAAF project, we applied RiC-O to integrate information on records and records creators, elucidating relationships between data entities. Our analysis demonstrated that leveraging RiC-O, coupled with technologies like linked data, amplifies the interoperability of authority records, substantially enhancing the service providing information on changes in records-creating agencies. Based on these findings, we propose an authority record service based on RiC-O, presenting a prototype designed to improve the National Archives of Korea's change information service and enhance user experience.

The effect of parenting stress on marital conflict in dual earner couples with children in early childhood (미취학 자녀를 둔 맞벌이 부부의 양육스트레스가 부부갈등에 미치는 영향 -자기효과와 상대방효과를 중심으로)

  • Lee, In Jeong;Kim, Mi Young
    • Korean Journal of Social Welfare Studies
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    • v.45 no.3
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    • pp.127-150
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    • 2014
  • The purpose of this study was to evaluate the effect of parenting stress on marital conflict in dual earner couples with children in early childhood. Actor and Partner Interdependence Model (APIM) was conducted in order to identify how parenting stress affect husband and wife, respectively and how this make the actor effect as well as the partner effect regarding the marital conflict. The research was conducted with 629 married couples from the forth wave of the Panel Study of Korean Children (PSKC) data. In order to examine the relationships between the variables and to evaluate the appropriateness of the research model, structural equation model was used. The results showed that the parenting stress had significant positive effect on the marital conflict. The partner effect of parenting stress was significantly positive. This result implies that the mutual dependence in dual earner couple's marital conflict and parenting stress should be considered in the process of intervention. In other words, to improve the effectiveness of intervention, practitioners should treat couples together rather than being focused on individuals.

A Case Study on HathiTrust as a Sustainable Cooperative Model of Digital Repositories (디지털 리포지터리의 지속가능한 협력 모델로서 하티트러스트 사례 연구)

  • Lee, You-Kyoung;Sung, Yunah;Jung, Young-Mi
    • Journal of Korean Library and Information Science Society
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    • v.47 no.4
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    • pp.443-464
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    • 2016
  • A great number of institutions around the world have been building digital repositories to communicate scholarly information. Meanwhile, digital repositories have been struggling with how to preserve increased volume of digital contents for the long term and how to build a sustainable information environment. The HathiTrust partnership was established to meet the need of a sustainable collaborative model of digital repositories in research libraries, mainly in North America, and has been expanded globally by signing with other libraries around the world. This paper is dealt with the establishment, operation and policy, construction status, and user service of the HathiTrust. The results presented in this paper include the benefits and potential opportunities of the HathiTrust as a participating member. Partnership in HathiTrust would allow each member institution to provide more cost-effective operations, shared management and long-term preservation of digital content, ease of copyright management, and increased accessibility. In the future it is expected to provide a shared storage of printed materials and to facilitate a big data research center.

An Extended Dynamic Web Page Recommendation Algorithm Based on Mining Frequent Traversal Patterns (빈발 순회패턴 탐사에 기반한 확장된 동적 웹페이지 추천 알고리즘)

  • Lee KeunSoo;Lee Chang Hoon;Yoon Sun-Hee;Lee Sang Moon;Seo Jeong Min
    • Journal of Korea Multimedia Society
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    • v.8 no.9
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    • pp.1163-1176
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    • 2005
  • The Web is the largest distributed information space but, the individual's capacity to read and digest contents is essentially fixed. In these Web environments, mining traversal patterns is an important problem in Web mining with a host of application domains including system design and information services. Conventional traversal pattern mining systems use the inter-pages association in sessions with only a very restricted mechanism (based on vector or matrix) for generating frequent K-Pagesets. We extend a family of novel algorithms (termed WebPR - Web Page Recommend) for mining frequent traversal patterns and then pageset to recommend. We add a WebPR(A) algorithm into a family of WebPR algorithms, and propose a new winWebPR(T) algorithm introducing a window concept on WebPR(T). Including two extended algorithms, our experimentation with two real data sets, including LadyAsiana and KBS media server site, clearly validates that our method outperforms conventional methods.

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Software Architecture of the Grid for implementing the Cloud Computing of the High Availability (고가용성 클라우드 컴퓨팅 구축을 위한 그리드 소프트웨어 아키텍처)

  • Lee, Byoung-Yup;Park, Jun-Ho;Yoo, Jae-Soo
    • The Journal of the Korea Contents Association
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    • v.12 no.2
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    • pp.19-29
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    • 2012
  • Currently, cloud computing technology is being supplied in various service forms and it is becoming a ground breaking service which provides usage of storage service, data and software while user is not involved in technical background such as physical location of service or system environment. cloud computing technology has advantages that it can use easily as many IT resources as it wants freely regardless of hardware issues required by a variety of systems and service level required by infrastructure. Also, since it has a strength that it can choose usage of resource about business model due to various internet-based technologies, provisioning technology and virtualization technology are being paid attention as main technologies. These technologies are ones of important technology elements which help web-based users approach freely and install according to user environment. Therefore, this thesis introduces software-related technologies and architectures in an aspect of grid for building up high availability cloud computing environment by analysis about cloud computing technology trend.