• Title/Summary/Keyword: information needs analysis

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Evaluation of Classification Algorithm Performance of Sentiment Analysis Using Entropy Score (엔트로피 점수를 이용한 감성분석 분류알고리즘의 수행도 평가)

  • Park, Man-Hee
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.9
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    • pp.1153-1158
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    • 2018
  • Online customer evaluations and social media information among a variety of information sources are critical for businesses as it influences the customer's decision making. There are limitations on the time and money that the survey will ask to identify a variety of customers' needs and complaints. The customer review data at online shopping malls provide the ideal data sources for analyzing customer sentiment about their products. In this study, we collected product reviews data on the smartphone of Samsung and Apple from Amazon. We applied five classification algorithms which are used as representative sentiment analysis techniques in previous studies. The five algorithms are based on support vector machines, bagging, random forest, classification or regression tree and maximum entropy. In this study, we proposed entropy score which can comprehensively evaluate the performance of classification algorithm. As a result of evaluating five algorithms using an entropy score, the SVMs algorithm's entropy score was ranked highest.

The Effects of Exercise Program on Pain and Balance ability in Patients with Total Knee Replacement : Meta-analysis

  • Park, Se-Ju
    • Journal of the Korea Society of Computer and Information
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    • v.26 no.5
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    • pp.119-126
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    • 2021
  • This study attempted to systematically and comprehensively analyze individual studies in which exercise program on total knee replacement patients. The electronic database for literature search used the Korean educational Academic Information (RISS), Korean Academic Information (KISS) and Nuri Media (DBPIA). We investigated a prior study of exercise program applied to total knee replacement patients from 2015 to February 2021. For meta-analysis, effect size of each individual study was extracted using R project for Statistical computing version 4.0.3. Rob 2.0 tool, developed by the Cochrane group, was used to evaluate the quality of each individual study. The overall effect size exercise program with pain and balance was 0.99 (95% CI=0.53-1.44), which was significantly different than large effect size (p<0.05). The sub-group for pain was analyzed, for effect size of 0.62 and the effect size of balance scale(timed up and go test) was 1.00. Through these results, it was found that exercise program is an effective exercise for total knee replacement patients, and further research is needs.

A Study on Word-of-Mouth of an Electric Automobile using YouTube: A Focus on Statistical Network Analysis (유튜브를 활용한 전기 자동차 결함에 대한 구전 확산 연구: 네트워크 통계분석을 중심으로)

  • EuiBeom Jeong;Keontaek Oh
    • Journal of Korea Society of Industrial Information Systems
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    • v.29 no.1
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    • pp.15-29
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    • 2024
  • With recent advances in information and communication technology, YouTube has become a powerful online space for users to create and share content about their interests and experiences, creating new cultural phenomena. In particular, there needs to be more research on social media in the manufacturing sector because, unlike distribution and retail, there has been relatively little direct contact with consumers. YouTube can positively affect firms' performance by promoting products and brands. On the other hand, it can also cause risks, such as production disruption due to rumors or misinformation. Thus, it is necessary for firms to examine how information about an electric automobile defects spreads on YouTube according to the number of subscribers and views through statistical network analysis.

A Study on the Modeling Mechanism for Security Risk Analysis in Information Systems (정보시스템에 대한 보안위험분석을 위한 모델링 기법 연구)

  • Kim Injung;Lee Younggyo;Chung Yoonjung;Won Dongho
    • The KIPS Transactions:PartC
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    • v.12C no.7 s.103
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    • pp.989-998
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    • 2005
  • Information systems are today becoming larger and mostly broadband-networked. This exposes them at a higher risk of intrusions and hacking than ever before. Of the technologies developed to meet information system security needs, risk analysis is currently one of the most actively researched areas. Meanwhile, due to the extreme diversity of assets and complexity of network structure, there is a limit to the level of accuracy which can be achieved by an analysis tool in the assessment of risk run by an information system. Also, the results of a risk assessment are most oftennot up-to-date due to the changing nature of security threats. By the time an evaluation and associated set of solutions are ready, the nature and level of vulnerabilities and threats have evolved and increased, making them obsolete. Accordingly, what is needed is a risk analysis tool capable of assessing threats and propagation of damage, at the same time as security solutions are being identified. To do that, the information system must be simplified, and intrusion data must be diagrammed using a modeling technique this paper, we propose a modeling technique information systems to enable security risk analysis, using SPICE and Petri-net, and conduct simulations of risk analysis on a number of case studies.

Development of big data based Skin Care Information System SCIS for skin condition diagnosis and management

  • Kim, Hyung-Hoon;Cho, Jeong-Ran
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.3
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    • pp.137-147
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    • 2022
  • Diagnosis and management of skin condition is a very basic and important function in performing its role for workers in the beauty industry and cosmetics industry. For accurate skin condition diagnosis and management, it is necessary to understand the skin condition and needs of customers. In this paper, we developed SCIS, a big data-based skin care information system that supports skin condition diagnosis and management using social media big data for skin condition diagnosis and management. By using the developed system, it is possible to analyze and extract core information for skin condition diagnosis and management based on text information. The skin care information system SCIS developed in this paper consists of big data collection stage, text preprocessing stage, image preprocessing stage, and text word analysis stage. SCIS collected big data necessary for skin diagnosis and management, and extracted key words and topics from text information through simple frequency analysis, relative frequency analysis, co-occurrence analysis, and correlation analysis of key words. In addition, by analyzing the extracted key words and information and performing various visualization processes such as scatter plot, NetworkX, t-SNE, and clustering, it can be used efficiently in diagnosing and managing skin conditions.

Analyzing Domestic Research Trends on Disclosure of Information By Comparing Major Academic Disciplines (주요 학문분야 비교를 통한 국내 정보공개 연구동향 분석)

  • Na-yun Bae;Hyo-Jung Oh
    • Journal of the Korean Society for information Management
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    • v.41 no.2
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    • pp.295-316
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    • 2024
  • Analyzing research trends is essential for the sustainable development of a discipline and is important for understanding the value of prior research and laying the groundwork for subsequent research. This study aims to draw implications for the future direction of convergence research on the disclosure of information from various disciplines by comparing and analyzing the trends in disclosure of information research in Korea. For this purpose, we analyzed the publication frequency of information disclosure papers listed in the Korea Citation Index (KCI) from 2002 to 2023 and the publication trend by discipline as a time series. In addition, we compared the keyword relationships and specialized research topics of each discipline by applying network analysis and LDA topic modeling techniques to the names and keywords of papers in law, public administration, and library and information science. As a result of the analysis, the law focuses on legal regulations and policy improvement, public administration focuses on changing social needs and administrative operation methods, and LIS focuses on practical approaches to record management and disclosure of information. Based on this, future research directions include combining policy research in law with social change research in public administration and developing realistic policies and operational guidelines from the practical perspective of LIS. Such convergent research will enable the systematic and efficient implementation of disclosure of information systems, contributing to the guarantee of the public's right to know and the enhancement of state transparency.

Handover Mobility Scenario Classification and Fast Handover Performance Analysis in NEMO Network (NEMO에서의 이동 시나리오 분류 및 빠른 핸드오버 성능 분석)

  • Choi, Seung-Joon;Su, Dong;Yoo, Sang-Jo
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.31 no.11B
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    • pp.987-996
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    • 2006
  • In NEMO scenarios, mobile node's variety of movements and mobile router's point of attachment changes can result in handover. This handover process needs additional time to finish due to the multiple levels of indirection involved in NEMO. And the performance issues of mobile node's handover such as handover delay and packet loss in above cases haven't been studied thoroughly. So, in this paper, we define fast handover failure cases in hierarchical mobile IPv6 network based NEMO. We briefly described NEMO architecture and handover procedures of FMIPv6 and HMIPv6. And then, we classified mobile node or mobile router's movement pattern into several scenarios. Analysis for the fast handover classified NEMO scenarios, in terms of handover latency and packet delivery cost have been performed.

C-PLM: Design and Implementation of a PLM System for Effective Management of Civil Projects (C-PLM: 토목 프로젝트 관리를 위한 PLM 시스템 설계 및 구축)

  • Kang, Hyoung-Seok;Lee, Sang-Seok;Noh, Sang-Do;Lee, Kwang-Myoung
    • Korean Journal of Computational Design and Engineering
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    • v.15 no.2
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    • pp.124-135
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    • 2010
  • PLM(Product Lifecycle Management) is one of innovative manufacturing paradigms which leverages e-business technologies to allow a company's product content to be developed and integrated with all company business process through the extended enterprise. In these days, most construction companies also make an effort to enhance their systems for creating, sharing and managing information to improve business efficiency through entire lifecycle of project execution. Because of different needs, business process and diverse engineering activities such as design, structural analysis, installing simulation, documents and data managements, a new paradigm for construction companies is needed to manage and share the entire workflow, and information in total project lifecycle. In this paper, we conducted user requirement and business process analysis of constructions to design C-PLM system which is a PLM system for effective management of civil project and engineering activities. Also, we implement C-PLM system based on commercial PDM system, and applied it to civil project as case studies.

A Study on the PLM for Construction Industry (건설산업에서의 PLM 설계에 관한 연구)

  • Noh, Sang-Do;Kim, Gun-Yeon;Lee, Sang-Seok;Kim, Jong-Hwan;Jung, Seung-Ho;Lee, Kwang-Myong
    • Proceedings of the Computational Structural Engineering Institute Conference
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    • 2008.04a
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    • pp.253-258
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    • 2008
  • PLM(Product Lifecycle Management) is one of innovative manufacturing paradigms which leverages e-business technologies to allow a company's product content to be developed and integrated with all company business process through the extended enterprise. In these days, most construction companies also make an effort to enhance their systems for creating, sharing and managing information to improve business efficiency through entire lifecycle of project execution. Because of different needs, business process and diverse engineering activities such as design, structural analysis, installing simulation, documents and data managements, a new paradigm for construction companies is needed to manage and share the entire workflow, and information in total project lifecycle. In this paper, we conducted user requirement and business process analysis of the construction to design architecture of C-PLM(Construction Project Lifecycle management) and implement a prototype of C-PLM systems based on commercial PDM system.

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Comparative Analysis on the 1st Edition and the Revised of the International Standard Archival Authority Record for Corporate Bodies, Personal and Families (국제표준 기록물 전거제어 기술규칙 초판과 개정판의 비교분석 연구)

  • Park, Jin-Hee
    • Journal of Korean Library and Information Science Society
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    • v.38 no.1
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    • pp.341-361
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    • 2007
  • This research aims at the thorough analysis between the first edition and the revised of the International Standard Archival Authority Record for Corporate Bodies, Personal and Families. The focused methods of the study are comparing with each strength and weakness of the first edition and the revised on the needs and the features of archival authority control as well as how to use its description rule. Besides it looks into the elements to be added and complemented as they are made practical use of archives, hereafter when it is established Korean archival authority control rules, this fundamental research can be certainly valuable as its basic materials.

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