• Title/Summary/Keyword: informal information

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Towards Improving Causality Mining using BERT with Multi-level Feature Networks

  • Ali, Wajid;Zuo, Wanli;Ali, Rahman;Rahman, Gohar;Zuo, Xianglin;Ullah, Inam
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.16 no.10
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    • pp.3230-3255
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    • 2022
  • Causality mining in NLP is a significant area of interest, which benefits in many daily life applications, including decision making, business risk management, question answering, future event prediction, scenario generation, and information retrieval. Mining those causalities was a challenging and open problem for the prior non-statistical and statistical techniques using web sources that required hand-crafted linguistics patterns for feature engineering, which were subject to domain knowledge and required much human effort. Those studies overlooked implicit, ambiguous, and heterogeneous causality and focused on explicit causality mining. In contrast to statistical and non-statistical approaches, we present Bidirectional Encoder Representations from Transformers (BERT) integrated with Multi-level Feature Networks (MFN) for causality recognition, called BERT+MFN for causality recognition in noisy and informal web datasets without human-designed features. In our model, MFN consists of a three-column knowledge-oriented network (TC-KN), bi-LSTM, and Relation Network (RN) that mine causality information at the segment level. BERT captures semantic features at the word level. We perform experiments on Alternative Lexicalization (AltLexes) datasets. The experimental outcomes show that our model outperforms baseline causality and text mining techniques.

Comparison of Neighborhood Information Systems for Lattice Data Analysis (격자자료분석을 위한 이웃정보시스템의 비교)

  • Lee, Kang-Seok;Shin, Key-Il
    • The Korean Journal of Applied Statistics
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    • v.21 no.3
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    • pp.387-397
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    • 2008
  • Recently many researches on data analysis using spatial statistics have been studied in various field and the studies on small area estimations using spatial statistics are in actively progress. In analysis of lattice data, defining the neighborhood information system is the most crucial procedure because it also determines the result of the analysis. However the used neighborhood informal ion system is generally defined by sharing the common border lines of small areas. In this paper the other neighborhood information systems are introduced and those systems are compared with Moran's I statistic and for the comparisons, Economic Active Population Survey (2001) is used.

A Study of Wavelet Image Coder for Minimizing Memory Usage (메모리 사용을 최소화하는 웨이블릿 영상 부호화기에 관한 연구)

  • 박성욱;박종욱
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.28 no.3C
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    • pp.286-295
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    • 2003
  • In this paper, the wavelet image coder, that can encode the image to various bit rate with minimum memory usage, is proposed. The proposed coder is used the 2D significant coefficient array(SCA) that has bit level informal on of the wavelet coefficients to reduce the memory requirement in coding process. The 2D SCA is two dimensional data structure that has bit level information of the wavelet coefficients. The proposed algorithm performs the coding of the significance coefficients and coding of bit level information of wavelet coefficients at a time by using the 2D SCA. Experimental results show a better or similar performance of the proposed method when compared with conventional embedded wavelet coding algorithm. Especially, the proposed algorithm performs stably without image distortion at various b it rates with minimum memory usage by using the 2D SCA.

Research Design to Evaluate an Academic Library's Orientation Program Applying Mobile Augmented Reality

  • Kang, Ji Hei
    • Journal of the Korean Society for Library and Information Science
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    • v.49 no.2
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    • pp.215-233
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    • 2015
  • Despite the continuous efforts of academic libraries to develop various user-centered outreach programs, services and new processes, library anxiety still remains a threat to university students' full use of academic library resources. Meanwhile, a new generation of students, called the "Net Generation," has grown up with developed information and communication technology enter university and must be persuaded to turn to the library. To serve this new group of patrons better, libraries need to adopt new technologies. However, since an initial introduction cost and labor efforts are involved in the integration of the technology, identifying the right time for introduction and the right scope of innovation is essential but difficult. The study proposes a not-yet-well-known, novel experimental design, Regression Point Displacement (RPD), to evaluate an orientation program applying Mobile Augmented Reality (MAR) for STEM students. Since this RPD design requires only one treatment group, the model is expected to be the incomparable and rational way to evaluate the new MAR technology. In the context of an informal learning experience, the findings of the study will determine the effectiveness of an orientation employing the MAR technology.

Topic Analysis of Scholarly Communication Research

  • Ji, Hyun;Cha, Mikyeong
    • Journal of Information Science Theory and Practice
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    • v.9 no.2
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    • pp.47-65
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    • 2021
  • This study aims to identify specific topics, trends, and structural characteristics of scholarly communication research, based on 1,435 articles published from 1970 to 2018 in the Scopus database through Latent Dirichlet Allocation topic modeling, serial analysis, and network analysis. Topic modeling, time series analysis, and network analysis were used to analyze specific topics, trends, and structures, respectively. The results were summarized into three sets as follows. First, the specific topics of scholarly communication research were nineteen in number, including research resource management and research data, and their research proportion is even. Second, as a result of the time series analysis, there are three upward trending topics: Topic 6: Open Access Publishing, Topic 7: Green Open Access, Topic 19: Informal Communication, and two downward trending topics: Topic 11: Researcher Network and Topic 12: Electronic Journal. Third, the network analysis results indicated that high mean profile association topics were related to the institution, and topics with high triangle betweenness centrality, such as Topic 14: Research Resource Management, shared the citation context. Also, through cluster analysis using parallel nearest neighbor clustering, six clusters connected with different concepts were identified.

The Information Seeking Behavior of Koreans in the United States (미국 로스앤젤레스 지역 한인의 정보 추구 행태)

  • Yoon Cheong-Ok
    • Journal of the Korean Society for Library and Information Science
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    • v.25
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    • pp.389-413
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    • 1993
  • This study was inspired by the growing importance of information as a resource for improving the quality of life, the lack of systematic research about the information environment of Koreans in the United States and the lack of understanding of the relationships between individual characteristics and information seeking behavior. During 1990 and 1991, 204 Koreans, 18 years old and more, residing in the City of Los Angeles, were interviewed. Generally the information seeking behavior of Koreans appeared to be similar to that of the socioeconomically advantaged segment of the general public. They are relatively well aware of their information needs. capable of articulating them, and willing to pursue information to meet their needs. Major findings include: (1) the dominance of educational information needs: (2) positive feelings of hope, curiosity. and interest associated with information needs: (3) the tendency to pursue information with the expectation of potential rather than immediate rewards: (4) the expertise of information sources and their ability to provide information directly relevant to a need as criteria for selecting an information source: (5) the generally heavy reliance on informal interpersonal information sources and the high ranking of professionals as the starting point for information seeking and in judgements of usefulness: and (6) the dominant use of Korean ethnic information sources. Statistically significant correlations found at the 0.05 level relate (1) level of education, age, and gender with type of information need, the feelings associated with an information need, motivations to seek information, and the use of information sources, (2) proficiency in English and length of residence in the United States with the extent to which ethnic information sources are used, and (3) pattern of daily use of media with the use of media in seeking information.

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Private and Public Securities' Mutual Cooperation Plans to Deal with Crimes Threatening the Livelihood of the People (민생침해범죄 예방을 위한 민간경비와 경찰의 상호협력방안)

  • Hong, Eun-sun;Kim, Tae-hwan
    • Journal of the Society of Disaster Information
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    • v.4 no.1
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    • pp.154-174
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    • 2008
  • Korean public power isn't currently performing its duties of crime prevention or public security services as effectively as the people expect from it due to excessive work load, insufficient budget, and equipment or work force problems, although it should protect the people from increasing crimes. The mutual cooperation between the police and the private security firms can' t be enhanced unless both parties are involved. Above all, the private security companies should secure superior security personnel and provide them with systematic education and training to improve their qualities. The police should also make an effort. In order to foster the private security firms soundly, the police should improve the system if necessary, and establish, guide and monitor the department wholly responsible for the private security affair. Both parties also should deal with crimes systematically by exchanging information for crime prevention, having informal meetings and introducing a joint patrol system. In order to cope with crimes threatening the livelihood of the people in our society, the public and private securities' mutual cooperation plans should be formulated. For this purpose to be achieved, the private security firms and the police should understand each other and bilateral efforts should be made. If both parties understand each other and make an effort, the relationship between them will be improved greatly and developmental plans for preventing crimes can be made.

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A study of descriptive forms of catalogue and searching method for dissertations (학위논문의 목록기술형식 및 검색방법 고찰)

  • 조호일
    • Journal of Korean Library and Information Science Society
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    • v.12
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    • pp.133-160
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    • 1985
  • In college or university libraries, the data of dissertations is one of the important academic information data. But traditional cataloging rules of dissertations and the method of operation is not only didn't unify but also fit to actual circumstances of library. This reason make librarians waste of time and the situation about piling up of unprocessed data don't make library services properly. In this papers, to analyze the above mentioned problems, I have investigated with questionaries about actual examples of construction methods of call number and item describing form of dissertations which is being used now in every college library in Korea. With the replied 61 questionaries which was compared with and investigated to merits and faults about library itself, I have showed revision ways. The characteristics of the revision ways are the followings. 1) Deleted informal and unmeaning descriptions and simplified describing. 2) Recommended to operating one or two kinds describing items which are only necessary. 3) Made call number specifically and then it make us easy to identify data and simultaneously call number can do its original action. 4) shelving range of data is made to colleges, years, departments, majors but in same departments, author's name is recommended by Korean alphabetical ordering. Besides, for proper and systematic management and operating of data. It must be necessary to recommend that reading systems of closed shelves type, incoming and outgoing and shelving by fulltime exclusive charged librarian, separate management of items and data are recommended.

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Verification method and Simulation of Object model Converted to Formal Specification (형식명세로 변환된 객체모델의 검증방법과 시뮬레이션)

  • Lim, Keun
    • Journal of the Korea Society of Computer and Information
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    • v.12 no.6
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    • pp.123-130
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    • 2007
  • In this paper, We define convert rules from objects and relation presented in object model to the state and operation domain in formal specification. Namely, object and relation in information model converted to state domain in formal specification. State, event and behavior converted to operation domain. And that way informal object model change to formal language, it can be verify through formal method. Verification process make an offer convenience and confidence in software development early phase. And we implement simulation tool in order to verification method of formal specification and to consistency verified model between user's requirement. It is possible to select the suitable model and reduce the costs and efforts on software development.

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The Study on the Inter-Organizational Control of IS Outsourcing Relationship : Building Theory from Case Study (정보시스템 아웃소싱 관계에서 조직간 통제에 관한 연구 : 이론구축을 위한 사례연구)

  • Lee, Sang Kon
    • Journal of Information Technology Services
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    • v.3 no.1
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    • pp.127-146
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    • 2004
  • Recently, Information systems (IS) outsourcing has been becoming a viable strategic alternative in the management of information systems. Accordingly, the demand of research in practice has been changed from how to decide IS outsourcing to how to manage IS outsourcing. However, there is little known about the management of IS outsourcing in existing literature. Moreover, the existing studies suggest conflicting solutions in accordance with their own perspectives : competitive relationship vs. cooperative relationship. The purpose of this study is to address this conflicting result, and consequently to enhance an understanding of IS outsourcing management by introducing the concept of interorganizational control. To meet this purpose, this study adopts Lee(2003)'s integrative model of IS outsourcing management based on the existing literature from different management disciplines and different perspectives, and then conducts four case studies. The result reveals that users, as well as IS manager, play a critical role in controlling IS outsourcing. Moreover, they implement a portfolio of control modes including both informal and formal modes. The result also suggests that the choice of particular control mechanism depends on client, supplier, task, and relationship characteristics.