• Title/Summary/Keyword: selection principles

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Performance Improvement of a Movie Recommendation System based on Personal Propensity and Secure Collaborative Filtering

  • Jeong, Woon-Hae;Kim, Se-Jun;Park, Doo-Soon;Kwak, Jin
    • Journal of Information Processing Systems
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    • v.9 no.1
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    • pp.157-172
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    • 2013
  • There are many recommendation systems available to provide users with personalized services. Among them, the most frequently used in electronic commerce is 'collaborative filtering', which is a technique that provides a process of filtering customer information for the preparation of profiles and making recommendations of products that are expected to be preferred by other users, based on such information profiles. Collaborative filtering systems, however, have in their nature both technical issues such as sparsity, scalability, and transparency, as well as security issues in the collection of the information that becomes the basis for preparation of the profiles. In this paper, we suggest a movie recommendation system, based on the selection of optimal personal propensity variables and the utilization of a secure collaborating filtering system, in order to provide a solution to such sparsity and scalability issues. At the same time, we adopt 'push attack' principles to deal with the security vulnerability of collaborative filtering systems. Furthermore, we assess the system's applicability by using the open database MovieLens, and present a personal propensity framework for improvement in the performance of recommender systems. We successfully come up with a movie recommendation system through the selection of optimal personalization factors and the embodiment of a safe collaborative filtering system.

Distribution Knowledge, Research, and Journal in Korea

  • Kim, Dong-Ho;Youn, Myoung-Kil
    • Journal of Distribution Science
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    • v.10 no.10
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    • pp.5-9
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    • 2012
  • Purpose - The purpose of this study is to explore, examine, and analyze Journal of Distribution Science and its articles based on five key factors of journal selection process by Thompson and to provide foundations for further knowledge creation and theory building in the areas of distribution and distribution science. Research design, data, methodology - This study used an exploratory case study method to engage article analysis and reviews of Journal of Distribution Science. Thompson's five journal selection factors were used as criteria for the journal and article analyses and review. Results - Journal of Distribution Science is currently meeting or at least in the progress of meeting the following factors: timeliness of publication, international editorial convention, international diversity, and citation analysis. However, JDS is short of meeting the factor of editorial content. The research topics were not new, emerging, and/or distinctive, and they were not directly associated with specific region or country other than Korea. Conclusions - The findings from this study could lead the field of distribution to reexamine the core knowledge, to reestablish the fundamental concepts and principles, to formulate and propose academically and practically sound research methods, and to develop and focus on unique research topics in the area of distribution.

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Identity Formation and Self-Reflection Strategies in the Development of Apparel Design ePortfolios

  • Seifert, Christin;Chattaraman, Veena
    • Fashion, Industry and Education
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    • v.14 no.2
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    • pp.60-69
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    • 2016
  • Visual literacy, a key element of a design portfolio, is achieved by communicating a consistent visual aesthetic with respect to design elements, design principles and individual style. Yet, students often feel challenged in articulating their personal aesthetic or design philosophy in order to create a unifying design identity within a body of artifacts. This paper shares some best practices on overcoming this challenge through students' engagement in self-reflection and identity formation processes. The implemented innovative strategy in a senior-level portfolio development course for apparel designers involved four different phases: 1) one-on-one meetings to self-reflect on previous design work, 2) selection and revision of artifacts, 3) peer-review and critiques of revised portfolio artifacts, and 4) development of a final ePortfolio to showcase a unified design identity. It was evident that recording students' initial self-reflection in the form of a metacognitive oral report encouraged and motivated identity development in their portfolio. Further, students expressed their satisfaction in the ability to participate in the selection process of artifacts by self-reflecting about what they wanted to highlight about themselves and why. Overall, student outcomes from this strategy exceeded expectations and the portfolios developed were successful in creating a cohesive design identity.

The Study on the Principles of Selecting Korean Particle 'Ka' and 'Nun' Using Korean-English Parallel Corpus (한영 병렬 말뭉치를 이용한 한국어 조사 '가'와 '는'의 선택 원리 연구)

  • Yoo, Hyun-Kyung;An, Ye-Ri;Yang, Su-Hyang
    • Language and Information
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    • v.11 no.1
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    • pp.1-23
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    • 2007
  • This study aims to research into the meaning of Korean particle 'ka' and 'nun' inductively by examining the correspondences of those particles and English articles on the Korean-English parallel corpus. The correspondences were checked in three ways: semantically, syntactically and pragmatically. This study found that when the semantic or syntactic tier is not salient, the pragmatic tier is activated and particles are selected according to the pragmatic elements such as the amount of information or the change of topic. However, if the meaning of the particles is salient or if there is any syntactic motive, particles are selected in accordance with the semantic or syntactic elements. Former studies which focused on one of those three tiers cannot properly explain such correspondences on the Korean-English parallel corpus. This study shows that semantic, syntactic and pragmatic tiers hierarchically affect the selection of a particle and that the selection process is also related to speaker's intention. This dimensional analysis of particles is expected to contribute to theoretical studies and applied studies like Korean language education as well.

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Performance Improvement of Feature Selection Methods based on Bio-Inspired Algorithms (생태계 모방 알고리즘 기반 특징 선택 방법의 성능 개선 방안)

  • Yun, Chul-Min;Yang, Ji-Hoon
    • The KIPS Transactions:PartB
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    • v.15B no.4
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    • pp.331-340
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    • 2008
  • Feature Selection is one of methods to improve the classification accuracy of data in the field of machine learning. Many feature selection algorithms have been proposed and discussed for years. However, the problem of finding the optimal feature subset from full data still remains to be a difficult problem. Bio-inspired algorithms are well-known evolutionary algorithms based on the principles of behavior of organisms, and very useful methods to find the optimal solution in optimization problems. Bio-inspired algorithms are also used in the field of feature selection problems. So in this paper we proposed new improved bio-inspired algorithms for feature selection. We used well-known bio-inspired algorithms, Genetic Algorithm (GA) and Particle Swarm Optimization (PSO), to find the optimal subset of features that shows the best performance in classification accuracy. In addition, we modified the bio-inspired algorithms considering the prior importance (prior relevance) of each feature. We chose the mRMR method, which can measure the goodness of single feature, to set the prior importance of each feature. We modified the evolution operators of GA and PSO by using the prior importance of each feature. We verified the performance of the proposed methods by experiment with datasets. Feature selection methods using GA and PSO produced better performances in terms of the classification accuracy. The modified method with the prior importance demonstrated improved performances in terms of the evolution speed and the classification accuracy.

International Traders' Measures against Contract Disputes in International Transactions - Focusing on the Matter of Governing Law (국제무역계약상 분쟁에 대비한 무역실무자의 대응 - 준거법문제를 중심으로 -)

  • Heo, Hai-Kwan
    • THE INTERNATIONAL COMMERCE & LAW REVIEW
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    • v.45
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    • pp.51-82
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    • 2010
  • The "rules of private international law" or "conflict of law rules" work to determine the governing law, the law applicable to international contracts. These rules permit parties' autonomy to choose the law applicable to their contracts in cases of both litigations and arbitrations. In this regards, the present article examines parties' five options for the choice of the law governing their contracts, which the parties should consider when negotiating and drafting an international agreement. This means that parties in international contracting should check the contents of the law that they are to choose as the governing law before doing so. The first option is to submit the contract to its own law, which can be the safest and simplest solution generally. However this option is subject to the consent of the other party, and is not appropriate when the domestic law chosen contains mandatory rules strongly protecting the other party. Secondly, the option of choosing the other party's law is not preferable in general. Even though the other party is strong enough to succeed in insisting on applying its own law, the other party is advised to counter-offer a neutral solution by suggesting the application of a transnational set of rules and principles of international contract, such as Unidroit Principles. The third option to choose the law of a third country should be taken with the caution that it should be harmonized with either, in case of litigations, the international jurisdiction clause which makes the country chosen have the jurisdiction over the dispute arising under the contract, or, in case of arbitrations, the way of selection of the arbitrator who has good knowledge of the law chosen. The fourth option of submitting the contract to the lex mercatoria or the general principles of law including the Unidroit Principles can be a advisable solution when a dispute is designed to be submitted to experienced arbitrators. The final and fifth is to be silent on the choice of the governing law in contracting. This option can be usefully available by experienced negotiators who are well familiar with the conflict of laws rules and enables the parties to avoid the difficulties to agree on the governing law issue and leave it open until a dispute arises.

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Atomic Force Microscopy: a Powerful Tool for Biological Engineering on the Micro/Nano Scale

  • Lovitt, R.W.;Wright, C.J.
    • Proceedings of the Korean Society for Applied Microbiology Conference
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    • 2004.06a
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    • pp.187-193
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    • 2004
  • This paper covers the basic principles of the AFM and how these systems may be used to image biological materials and measure particle-surface interactions in process environments. e.g. visualize molecules and structure on surfaces in aqueous environments, measure forces of interaction of proteins and DNA, biosurface and cells. Examples of work include applications biological spore control agents control systems, process materials selection for example appropriate filters for biological processing, mechanical properties and bio-surface engineering.

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Current Opinions on the Radioiodine Treatment of Graves' Hyperthyroidism (Graves병 갑상선 기능항진증에서 방사성 옥소 치료의 지견)

  • Lee, Sang-Woo;Lee, Jae-Tae
    • The Korean Journal of Nuclear Medicine
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    • v.37 no.6
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    • pp.341-354
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    • 2003
  • Radioactive iodine therapy using I-131 for hyperthyroidism has been used for more than 50 years, and generally considered safe and devoid of major side effects. Appropriate patient selection criteria and clinical judgement concerning patient preparation should be employed for its optimal use. It has not been possible to resolve the trade-off between efficient definite cure of hyperthyroidism and the high incidence of post-therapy hypothyroidism. The dose of the I-131 needed to maintain euthyroid state remains an area of uncertainity and debate. Early side effects are uncommon and readily managable. Other than the need for long-term monitoring and, in most cases, lifelong thyroid hormone treatment for late adverse consequences of this treatment remains only conjectural. We have reviewed general principles and recent advances in radioiodine treatment for Graves' hyperthyroidism, specially regarding to several controversies.

A Study on Grading Practices of Women이s Apparel Industry (여성 의류 업체의 그레이딩 실태 연구)

  • 조진숙;최정욱
    • Journal of the Korea Fashion and Costume Design Association
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    • v.4 no.3
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    • pp.55-64
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    • 2002
  • The purpose of this study is to review the grading practices and size systems of women's apparel industry in Korea and thereby, analyze the grading problems to find their solutions. Compared with other pattern producing processes, the working principles and methods of grading seem to be consistent, repeatable and stable. Therefore, if the grading deviation setting and working method should be standardized and systematized, it is much easier to automate the grading work than other pattern works. Nevertheless, it was found through this study that grading deviation setting or its application depending on body forms or age groups is not systematic. Moreover, since size identifications, basic sizes or intervals differ among apparel businesses, consumers may be confused in selection of the apparels fitting their body forms. Thus, it is deemed necessary to precisely analyze consumers' body sizes and determine on grading gains or losses in consideration of the body forms.

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Strategies in Protein Immobilization on a Gold Surface

  • Park, Jeho;Kim, Moonil
    • Applied Science and Convergence Technology
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    • v.24 no.1
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    • pp.1-8
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    • 2015
  • Protein immobilization on a gold surface plays an important role in the usefulness of biosensors that utilize gold-coated surfaces such as surface plasmon resonance (SPR), quartz crystal microbalance (QCM), etc. For developing high performance biosensors, it is necessarily required that immobilized proteins must remain biologically active. Loss of protein activity and maintenance of its stability on transducer surfaces is directly associated with the choice of immobilization methods, affecting protein-protein interactions. During the past decade, a variety of strategies have been extensively developed for the effective immobilization of proteins in terms of the orientation, density, and stability of immobilized proteins on analytical devices operating on different principles. In this review, recent advances and novel strategies in protein immobilization technologies developed for biosensors are briefly discussed, thereby providing an useful information for the selection of appropriate immobilization approach.