• Title/Summary/Keyword: Public Data Analysis

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Analysis of Public Library Operations and Uses of 16 Metropolitan Local Governments of Korea by Using the Chernoff Face Method (체르노프 페이스를 사용한 광역자치단체 공공도서관 운영 및 이용 분석)

  • Kim, Young-seok
    • Journal of the Korean Society for Library and Information Science
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    • v.51 no.1
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    • pp.271-287
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    • 2017
  • This study aims to conduct a big data analysis of public library operations and uses of 16 metropolitan local government of Korea by using the Chernoff face method. This study is the first to use the Chernoff face method for big data analysis of library services in library and information research. The association of variables and human facial features was decided by survey. The study reveals that in general the provincial governments in Korea operate more libraries, invest more budgets, allocate more staff and hold more collections than metropolitan cities. This administration resulted in more use of libraries in provincial governments than metropolitan cities.

A study on the analysis of bus public Wi-Fi security access trends (버스 공공와이파이 보안 접속 동향 분석에 관한 연구)

  • Choi, Hong-Ju
    • Design & Manufacturing
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    • v.15 no.4
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    • pp.14-23
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    • 2021
  • In this study, we have analyzed the access status and the data usage trend of the public Wi-Fi on the bus, which has not been carried out in the previous studies. The analysis period of this study is 5 months from Nov. 2020 to Mar. 2021. When we compared the access status of Seoul metropolitan and the non-metropolitan region against each region's deployment status ratio, the access ratio of the metropolitan region was higher than the non-metropolitan region, of which the gap was 4.53%. The access for each region showed the growing trend, which was 43.5% on average. The data usage also showed the growing trend, 2.7% on average. Weekly data usage showed the growing trend irrespective of weekdays or weekends. The data usage of the weekdays was 695GB higher than weekends. The data usage during commuting hours including school (7:00~9:00 a.m. and 4:00~6:00 p.m.) was higher than 3,000GB. We can conclude that bus public Wi-Fi was used more actively in non-metropolitan region than Seoul metropolitan region by the office workers and students. The secure access also showed the growing trend. And the secure data usage also showed the growing trend.

A Study on Educational Data Mining for Public Data Portal through Topic Modeling Method with Latent Dirichlet Allocation (LDA기반 토픽모델링을 활용한 공공데이터 기반의 교육용 데이터마이닝 연구)

  • Seungki Shin
    • Journal of The Korean Association of Information Education
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    • v.26 no.5
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    • pp.439-448
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    • 2022
  • This study aims to search for education-related datasets provided by public data portals and examine what data types are constructed through classification using topic modeling methods. Regarding the data of the public data portal, 3,072 cases of file data in the education field were collected based on the classification system. Text mining analysis was performed using the LDA-based topic modeling method with stopword processing and data pre-processing for each dataset. Program information and student-supporting notifications were usually provided in the pre-classified dataset for education from the data portal. On the other hand, the characteristics of educational programs and supporting information for the disabled, parents, the elderly, and children through the perspective of lifelong education were generally indicated in the dataset collected by searching for education. The results of data analysis through this study show that providing sufficient educational information through the public data portal would be better to help the students' data science-based decision-making and problem-solving skills.

A Study to Improve Management System through the Analysis of Needs and Problems of Community Welfare Center and Management Office in Permanent Public Rental Housing Complex (영구임대주택 단지내 사회복지관과 관리사무소의 업무 관련 요구 및 문제점 분석을 통한 관리체계 개선방안)

  • Kim, Young-Joo;Kim, Sung-Chun
    • Proceeding of Spring/Autumn Annual Conference of KHA
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    • 2006.11a
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    • pp.509-514
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    • 2006
  • This study aimed to suggest the implications to improve the management system of permanent public rental housing. For this purpose, qualitative data were collected by using the in-depth interview with 13 staffs of community welfare center and management office in permanent public rental housing complexes and 2 times of advisory committee meetings. To analyze the data gathered in this study, the constant comparative method of data analysis was used. Based on the results, some implications including institutional support and social complementary cooperation were suggested in terms of short and long term period.

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Factor Analysis for Transit Transfer using Public Traffic Card Data (대중교통카드를 이용한 환승요인분석)

  • Lee, Da-Eun;Oh, Ju-Taek
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.16 no.1
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    • pp.50-63
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    • 2017
  • While transit is inconvenient, it is also inevitable for the efficient public transportation. Reducing the number of transfers as much as possible is most important in providing the convenience of public transportation and facilitating the public transportation. As for the public transportation card data, 61,986 items on weekdays and 69,100 items on weekends were collected. Pattern analysis and traffic influence factors were analyzed using traffic data card. Trip chain results revealed that people have more transit transfers for shopping and leasure than commuting purposes on weekends and that commuting distance and time increase by 10 km and 9.9 minutes, respectively. Besides, results of the structural equation model showed that factor 1(total travel time, total travel distance), factor 2(number of people getting on and off), factor 3(transit time), and factor 4(number of bus connections, number of operations) were found to have significant effects on the number of transfers.

2009-2022 Thailand public perception analysis of nuclear energy on social media using deep transfer learning technique

  • Wasin Vechgama;Watcha Sasawattakul;Kampanart Silva
    • Nuclear Engineering and Technology
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    • v.55 no.6
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    • pp.2026-2033
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    • 2023
  • Due to Thailand's nuclear energy public acceptance problem, the understanding of nuclear energy public perception was the key factor affecting to re-consideration of the nuclear energy program. Thailand Institute of Nuclear Technology and its alliances together developed the classification model for the nuclear energy public perception from the big data comments on social media using Facebook using deep transfer learning. The objective was to insight into the Thailand nuclear energy public perception on Facebook social media platform using sentiment analysis. The supervised learning was used to generate up-to-date classification model with more than 80% accuracy to classify the public perception on nuclear power plant news on Facebook from 2009 to 2022. The majority of neutral sentiments (80%) represented the opportunity for Thailand to convince people to receive a better nuclear perception. Negative sentiments (14%) showed support for other alternative energies due to nuclear accident concerns while positive sentiments (6%) expressed support for innovative nuclear technologies.

An Analysis of a Working Diary Log of Public Libraries Considering the Library Evaluation (도서관 운영 평가를 고려한 공공도서관 업무(운영)일지 항목 분석)

  • Kang, Yoon-Ho;Park, Young-Ae
    • Journal of the Korean Society for information Management
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    • v.26 no.3
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    • pp.417-434
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    • 2009
  • Statistics items required by National Library Statistics System are based on data for library evaluation and policy making of library management from a theoretical standpoint. However, It is realized there are differences between Statistics items required by National Library Statistics System and those can be collected at the field of public libraries. In accordance with this point, this paper contained an analysis of a working diary log of public libraries as a basic material able to collect data at the field of public libraries and also surveyed the present usage situation of Library Management Program able to automatically collect data to recognize that National Library Statistics is reliably or validly objective data. An analysis data of this research will be a basic material to plan the standard guide of a working diary log of public libraries from now on.

A Study on the Linkability of Public Information Using Social Network Analysis (사회 연결망 분석을 활용한 공공데이터 간 연관성에 관한 연구)

  • Jeong, Da Woon;Yi, Mi Sook;Shin, Dong Bin
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.35 no.6
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    • pp.461-470
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    • 2017
  • In Korea, starting with the Government 3.0 Policy, the utilization of public data as an important driving force to promote economic growth has been highlighted as a major issue. However Korea is currently only able to open and provide accumulated data stored in the public domain. To resolve this issue, we need to not only open and provide public information, but also to create new information by linking the data and developing related services. Thus, this study analyzes the linkability of public information and provides lists of the linkable public data. In order to do this, we first have performed preconditioning processes on the accessibility and workability of the data. Next, we have deduced the major keywords in public data through analyzing the morphemes, and then the core keywords (Top 10) and their linkable keyword lists through an analysis of social networks. Based on the outcome of this study, a subsequent study will deduce new information by linking the public data and creating various services and information contents. Furthermore, not only conceptual but also practical linking measures need to be created, and a related law must be prepared.

Analysis of the Efficiency Trend of Public Libraries in Daejeon Metropolitan City (대전광역시 공공도서관의 효율성 추세변화 분석)

  • Yoon, Hye-Young
    • Journal of Korean Library and Information Science Society
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    • v.41 no.4
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    • pp.35-50
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    • 2010
  • The purpose of this study was to analyse the ralative efficiency of 15 public libraries over a time period(2006-2008) by Data Envelopment Analysis(DEA). The selected input variables were total staff, total area and total holdings. And the selected output variables were total circulations and total user. The results are as followed. First, a technical efficiency trend of public libraries has been improved since 2006. Second, a technical efficiency increase can be explained by increase of a pure technical and scale efficiency both.

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Where and Why? A Novel Approach for Prioritizing Implementation Points of Public CCTVs using Urban Big Data

  • Ji Hye Park;Daehwan Kim;Keon Chul Park
    • Journal of Internet Computing and Services
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    • v.24 no.5
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    • pp.97-106
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    • 2023
  • Citizens' demand for public CCTVs continues to rise, along with an increase in variouscrimes and social problems in cities. In line with the needs of citizens, the Seoul Metropolitan Government began installing CCTV cameras in 2010, and the number of new installations has increased by over 10% each year. As the large surveillance system represents a substantial budget item for the city, decision-making on location selection should be guided by reasonable standards. The purpose of this study is to improve the existing related models(such as public CCTV priority location analysis manuals) to establish the methodology foranalyzing priority regions ofSeoul-type public CCTVs and propose new mid- to long-term installation goals. Additionally, using the improved methodology, we determine the CCTV priority status of 25 autonomous districts across Seoul and calculate the goals. Through its results, this study suggests improvements to existing models by addressing their limitations, such as the sustainability of input data, the conversion of existing general-purpose models to urban models, and the expansion of basic local government-level models to metropolitan government levels. The results can also be applied to other metropolitan areas and are used by the Seoul Metropolitan Government in its CCTV operation policy