• Title/Summary/Keyword: Research Information Systems

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Korean and English Sentiment Analysis Using the Deep Learning

  • Ramadhani, Adyan Marendra;Choi, Hyung Rim;Lim, Seong Bae
    • Journal of Korea Society of Industrial Information Systems
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    • v.23 no.3
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    • pp.59-71
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    • 2018
  • Social media has immense popularity among all services today. Data from social network services (SNSs) can be used for various objectives, such as text prediction or sentiment analysis. There is a great deal of Korean and English data on social media that can be used for sentiment analysis, but handling such huge amounts of unstructured data presents a difficult task. Machine learning is needed to handle such huge amounts of data. This research focuses on predicting Korean and English sentiment using deep forward neural network with a deep learning architecture and compares it with other methods, such as LDA MLP and GENSIM, using logistic regression. The research findings indicate an approximately 75% accuracy rate when predicting sentiments using DNN, with a latent Dirichelet allocation (LDA) prediction accuracy rate of approximately 81%, with the corpus being approximately 64% accurate between English and Korean.

Business Performance Impact Caused by Display Restriction of Customer Information Identifier: Focusing on Domestic Securities Business (고객정보 식별자 표시제한으로 인한 업무영향에 관한 연구 - 국내 증권 업무를 중심으로 -)

  • Shin, Sangchul;Lee, Youngjai
    • The Journal of Information Systems
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    • v.22 no.4
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    • pp.49-69
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    • 2013
  • Recently, enterprises have reinforced security control in order to prevent infringement of personal information and abuse of customer information by insiders. However, the reinforcement of security control by enterprises makes it difficult for internal users to perform business by using a business information system. There is, therefore, a need for research on various fields, which makes it possible to establish an appropriate security control policy while minimizing an impact on business. The present research verifies and analyzes an impact on difficulty in business of internal users using customer information, which is caused by security control performed by display restriction on customer information identifiers. The present research is intended to academically develop a technique for statistically analyzing an impact degree and a causal relationship between security control and an impact on business, which is a dichotomous variable, and to practically contribute to the establishment of an efficient security policy in consideration of an impact on business when an enterprise applies security control. A research target was internal business information systems of domestic securities enterprises, data was collected by questionnaire, and verification/analysis was performed by logistic regression analysis.

End-to-End Analysis to Audit Information Systems for Telecommunication Industry (통신산업의 정보시스템 감사를 위한 단대단 분석)

  • Lee, Joong Hee;Lee, Sangwon
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2013.07a
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    • pp.325-327
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    • 2013
  • Although, there are so much information for telecommunication companies to manipulate and handle. there are still many side-effects in the field of completeness while transmitting information among information systems. Especially, works related to End-to-End Reconciliation bring about side-effects. In this research, we establish a proposed model for end-to-end analysis. After an experiment in a business company, we analyze its experimental results.

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Bibliometric Analysis on MIS Research (경영정보학분야의 계량서지학적 분석)

  • Seo, Eun-Gyoung;Han, In-Goo
    • Asia pacific journal of information systems
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    • v.7 no.3
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    • pp.145-165
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    • 1997
  • Thie study examines MIS researchers, research themes, methodology, and intellectual structure in order to analyze general research patterns in the field of MIS. The methods used for this study are subject analysis of the journal articles, citation analysis, and author co-citation analysis, The source articles are all the papers in $\lceil$Journal of Korean MIS Society$\rfloor$ and MIS papers in $\lceil$Korean Management Review$\rfloor$ and $\lceil$Journal of Korean MS/OR Society$\rfloor$. In results, core journals in MIS are MIS Quarterly, Management Science, and Communications of ACM. Core authors inlcude Ives, DeSanctis, Ginzberg, Lucas, Rockart, and Davis. The major areas in Korean MIS research turn out to be information system management, DSS/GDSS strategic information systems and AI applications.

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Study on the Anti-hypertension mechanism of Prunella Vulgaris based on entity grammar systems

  • Du, Li;Li, Man-man;Zhang, Bai-Xia;He, Shuai-Bing;Hu, Ya-Nan;Wang, Yun
    • CELLMED
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    • v.5 no.4
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    • pp.27.1-27.6
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    • 2015
  • Literatures and experimental studies have shown that Prunella has an effect on anti-hypertension, however, its components are complicated, so that it is still difficult to clear the specific roles of its various components in blood pressure regulation in. So we decide to systematically study the anti-hypertension mechanism of Prunella. We integrated multiple databases and constructed molecular interaction network between the chemical constituents of Prunella Vulgaris and hypertension based on entity grammar systems model. The network has 262 nodes and 802 edges. Then we infer the interactions between chemical compositions and disease targets to clarify the anti-hypertension mechanism. Finally, we found Prunella could influence hypertension by regulating apoptosis, cell proliferation, blood vessel development and vasoconstriction, etc. Thus this study provides reference for drug development and compatibility, and also gives guidance for health care at a certain extent.

Arabic Handwritten Manuscripts Text Recognition: A Systematic Review

  • Alghamdi, Arwa;Alluhaybi, Dareen;Almehmadi, Doaa;Alameer, Khadijah;Siddeq, Sundos Bin;Alsubait, Tahani
    • International Journal of Computer Science & Network Security
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    • v.22 no.11
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    • pp.319-323
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    • 2022
  • Handwritten text recognition is one of the active research areas nowadays. The progress in this field differs in every language. For example, the progress in Arabic handwritten text recognition is still insignificant and needs more attentions and efforts. One of the most important fields in this is Arabic handwritten manuscript text recognition which focuses in extracting text from historical manuscripts. For eons, ancients used manuscripts to write everything. Nowadays, there are millions of manuscripts all around the world. There are two main challenges in dealing with these manuscripts. The first one is that they are at the risk of damage since they are written in primitive materials, the second challenge is due to the difference in writing styles, hence most people are unable to read these manuscripts easily. Therefore, we discuss in this study different papers that are related to this important research field.

Development of a Synchronous Web-Collaboration System (실시간 웹 협력 시스템 개발)

  • Kim, Il-Joong;Kim, Ji-Yong;Jung, Yong-Moon;Lee, Chang-Seok;Choi, Hong-Keun;Lee, Sung-Gu;Joe, Hak-Rae
    • Annual Conference of KIPS
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    • 2001.10b
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    • pp.1205-1208
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    • 2001
  • 인터넷의 보급과 발전으로 그 동안 지리적인 한계로 인해 불가능했던 협력작업이 인터넷 가상공간에서 가능하게 되었다. 그 동안 이메일, 전자게시판, FTP와 같은 정적인 형태의 협력작업에 관한 연구에서 웹을 이용한 동적인 협력작업에 관한 연구가 진행되어 왔다. 최근에는 웹을 이용한 다양한 협력 기능이 요구되면서 공동 브라우징 (Co-browsing)과 같은 단순한 웹 협력이상의 다양한 협력작업을 만족시킬 수 있는 실시간 웹 협력 (Synchronous Web-Collaboration) 시스템 연구가 진행되고 있다. 본 논문에서는 실시간 웹 협력 시스템 구축에 필요한 시스템 구성요소와 설계 방법을 소개하고 비즈니스 특성을 고려한 실시간 웹 협력 시스템 구축 모델을 제시한다.

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A Study on the Implementation Strategy and Performance of Enterprise Resource Planning System in Korean Manufacturing Firms (ERP시스템의 도입과 성과에 관한 연구 - 우리나라 제조업체를 중심으로 -)

  • Kim, Tae-Ung;Nam, Yong-Sik
    • Asia pacific journal of information systems
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    • v.10 no.1
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    • pp.61-79
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    • 2000
  • ERP system is a very popular tool for pushing management innovation and implementing an integrated information system. The purpose of this research is to investigate the relationship among the structure of production systems, types of implementation strategy, relative importance of competitive goals, information technology and culture level, and the efficiency from using the system. The data for this study were collected from 45 Korean manufacturing firms that have implemented ERP system. Research results confirm that the success factors include the top managements' strategic views and culture level related to new information technology. But the linkage between the structure of production systems and types of implementation strategy is proved to be very weak. Also control effect of types of implementation strategy on the efficiency of the organization is not strongly recognized. A summarized report of other findings is provided as well.

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An Empirical Study on the Customer Loyalty in the Shopping Mall Industry in Korea (인터넷 쇼핑환경에서의 고객충성도에 영향을 미치는 요인에 관한 연구: 국내 인터넷 쇼핑몰 산업을 중심으로)

  • An, Joon-M.;Lee, Kuk-Hie
    • Asia pacific journal of information systems
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    • v.11 no.4
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    • pp.135-153
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    • 2001
  • Internet business is transforming the current structure and way of shopping behaviors. As a frontier area of internet business, internet shopping mall industry is influenced by this trend. In this shopping situation, shopping objects and information on the object are separated, which makes consumers to decide on the contents and marketing function offered by the shopping mall. This study proposes an integrated model including the influencing factors on customer royalty in Internet shopping environments. Eight hypotheses are proposed based on previous research in Internet marketing and information systems. The results are quite supporting the model and hypotheses. The contents structure, marketing activities, and customer satisfaction in the internet shopping environment influence shopping experience, next purchases and reference to other people. The proposed model and empirical results would contribute to setting up strategy of Internet shopping mall industry, and also to future research in information systems and Internet marketing.

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The Effects of Cultural Differences on the Design of Management Accounting Information Systems (첨단 생산기술 도입에 따른 관리회계정보시스템의 변화 : 국가 문화적 차이의 영향)

  • 최종민
    • Journal of the Korean Operations Research and Management Science Society
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    • v.28 no.4
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    • pp.61-84
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    • 2003
  • This study empirically examined the impact of national culture on the amount of information provided by management accounting information systems (MAIS). Two very different cultures, the Korean and Australian cultures, were considered in our study The results showed that the much more flexibility performance information is provided in Korean firms, while the amount of quality performance information and traditional cost control information (TCCI) produced in Australian firms is much more than in Korean firms. However, it was found that in the amount of financial performance information and advanced cost control information (ACCI), there exist no significant differences between Korean firms and Australian firms. We also investigated the effect of the three-way interactions among national culture, level of advanced manufacturing technology (AMT), and information on production performance. The results of this study revealed a significant impact of three-way interactions on the improvement of production performance. In conclusion, we suggest that under high levels of AMT, Korean firms need a large amount of information-based MAIS, while Australian firms require the ACCI and nonfinancial performance information-oriented MAIS.