• Title/Summary/Keyword: major selection

Search Result 1,555, Processing Time 0.025 seconds

Spam mail analysis using SVM with feature selection (Feature Selection을 이용한 SVM 스팸 메일 분석)

  • Lee Kwang-Su;Sohn Kirack
    • Proceedings of the Korean Information Science Society Conference
    • /
    • 2005.07b
    • /
    • pp.736-738
    • /
    • 2005
  • 오늘날 인터넷 환경의 급속한 발전으로 인하여 이메일을 통한 메시지 교환이 급속히 증가하고 있다. 그러나 이메일의 편리성에도 불구하고 개인이나 회사에서는 스팸 메일로 인한 시간과 비용의 낭비가 크게 증가하고 있다. 이러한 스팸 메일에 대한 문제들을 해결하기 위해서 많은 방법들이 연구되고 있다. 본 논문에서는 패턴 분류 문제에 있어서 우수한 성능을 보이는 SVM(Support Vector Machine)을 사용하여 정상 메일과 스팸 메일을 분류할 수 있는 최적의 항목을 찾고자 한다. 그 방법으로 Feature Selection 기법을 사용하여 항목을 선별하였으며 이 선별된 항목이 얼마나 정확한 구분력을 가지고 있는지를 나타내고자 한다.

  • PDF

A Hybrid Method for Improvement of Evolutionary Computation (진화 연산의 성능 개선을 위한 하이브리드 방법)

  • Chung, Jin-Ki;Oh, Se-Young
    • Journal of the Korean Institute of Intelligent Systems
    • /
    • v.12 no.4
    • /
    • pp.317-322
    • /
    • 2002
  • The major operations of Evolutionary Computation include crossover, mutation, competition and selection. Although selection does not create new individuals like crossover or mutation, a poor selection mechanism may lead to problems such as taking a long time to reach an optimal solution or even not finding it at all. In view of this, this paper proposes a hybrid Evolutionary Programming (EP) algorithm that exhibits a strong capability to move toward the global optimum even when stuck at a local minimum using a synergistic combination of the following three basic ideas. First, a "local selection" technique is used in conjunction with the normal tournament selection to help escape from a local minimum. Second, the mutation step has been improved with respect to the Fast Evolutionary Programming technique previously developed in our research group. Finally, the crossover and mutation operations of the Genetic Algorithm have been added as a parallel independent branch of the search operation of an EP to enhance search diversity.

An Empirical Study on Supplier Selection based on Analytic Hierarchy Process (공급업체 선정에 대한 의사결정에 관한 연구)

  • Lee, Wook-Gee
    • Journal of Digital Convergence
    • /
    • v.3 no.2
    • /
    • pp.23-37
    • /
    • 2005
  • On the situation cooperating with business partners on the supply chain, systematic decision making process is a critical issue for them. The two major issues of purchasing strategy such as selecting vendors and managing them are important part of their overall business activities. This study mainly focus on the former issue of the vendor selection. Through the empirical study, analytical hierarchy process (AHP) method was applied to select vendors among supplier vendors based on four selection criteria such as the level of quality, product on management ability, delivery, and price. The results of study showed the main criteria of vender selection was the ability of quality management. The vender selected based on AHP and the current selection method was different, but implicitly projected the dilemma situation between quality and price which occurs in decision making process of real life.

  • PDF

An Empirical Study on Supplier Selection based on Analytic Hierarchy Process (공급업체 선정에 대한 의사결정에 관한 연구)

  • Lee, Uk-Gi;Kim, Ju-Wan
    • 한국디지털정책학회:학술대회논문집
    • /
    • 2005.11a
    • /
    • pp.367-381
    • /
    • 2005
  • On the situation cooperating with business partners on the supply chain, systematic decision making process is a critical issue for them. The two major issues of purchasing strategy such as selecting vendors and managing them are important part of their overall business activities. This study mainly focus on the former issue of the vendor selection. Through the empirical study, analytical hierarchy process (AHP) method was applied to select vendors among supplier vendors based on four selection criteria such as the level of quality, product on management ability, delivery, and price. The results of study showed the main criteria of vender selection was the ability of quality management. The vender selected based on AHP and the current selection method was different, but implicitly projected the dilemma situation between quality and price which occurs in decision making process of real life.

  • PDF

Expression Pattern of Immunoproteasome Subunits in Human Thymus

  • Oh, Kwon-Ik;Seo, Jae-Nam
    • IMMUNE NETWORK
    • /
    • v.9 no.6
    • /
    • pp.285-288
    • /
    • 2009
  • The expression pattern of immunoproteasomes in human thymus has not been analyzed but may have important consequences during thymic selection. Here we examined the expression patterns of immunoproteasome subunits in fetal and adult thymic tissues by immunohistochemistry and found that all three subunits are expressed in both cortical and medullary stromal cells. These data suggest that thymic selection in human can be affected by peptide repertoires generated by immunoproteasomes.

Study on the Selection of Voltages for Economic Low Voltage Power Distribution System (경제적인 저압 동력계통 전압방식에 관한 연구)

  • Chang, Choong-Koo;Suh, Sang-Jin;Lee, Min-Young
    • Proceedings of the KIEE Conference
    • /
    • 2001.11b
    • /
    • pp.157-160
    • /
    • 2001
  • The selection of voltage is one of the most significant factors in the design of power system for industrial plant. It is a major factor in determining over-all system cost, flexibility, and ease of future expansion. This paper presents the study results on the selection of economic voltage for low voltage power distribution system.

  • PDF

Customised feature set selection for automatic signature verification (서명자동검정을 위한 개인별 특징 세트 선택)

  • 배영래;조동욱;김지영
    • The Journal of Korean Institute of Communications and Information Sciences
    • /
    • v.21 no.7
    • /
    • pp.1642-1653
    • /
    • 1996
  • This paper covers feature extraction for automatic handwritten signature verification. Several major feature selection techniques are investigated from a practical perspective to realise an optimal signature verification system, and customised feature set selection based on set-on-set distance measurement is presented. The experimental results have proved the proposed methods to be efficient, offering considerably improved verification performance compared to conventional methods. Also, they dramatically reduce the processing complexity in the verification system.

  • PDF

A Study on the Evaluation of Culinary Major Selection Attributes Using IPA (IPA를 활용한 조리전공 선택속성 평가에 관한 연구)

  • Yang, Hyun-Kyo;Koo, Kyung-Won
    • The Journal of the Korea Contents Association
    • /
    • v.21 no.1
    • /
    • pp.417-425
    • /
    • 2021
  • This study was conducted to evaluate the characteristics of major selection of college students majoring in culinary. By conducting an Importance-Performance Analysis(IPA) through students who are currently majoring in a culinary major, it is intended to increase student satisfaction, student loyalty, the enrollment rate and to present the direction the college should pursue. The questionnaire was conducted for 4 weeks from June 22, 2020 to July 19, 2020, the results are as follows. As a result of the t-test (paired sample t-test) for 23 attributes, the average value of importance was 4.0765, the average value of satisfaction was 3.5091, showing high importance, the attributes considered important by item were 'educational facilities (4.50)', 'school welfare (4.50)', the attributes having the highest satisfaction with experience after selecting a major were 'aptitude and conformity (3.94)', 'future hope and concordance (3.91)'. The IPA analysis results on the major selection attributes of college students majoring in culinary are as follows. First, In the first quadrant, 11 attributes including 'aptitude and conformity' appeared, Second, In the second quadrant, 5 attributes including 'employment support' appeared. Third, In the third quadrant, 5 attributes including 'college scholastic ability score' appeared, Finally, In the fourth quadrant, 2 attributes including 'experience in major field' appeared.

Study on Actual State and Importance of Selection of Healthy Korean Food Menu Items Made from Environmentally-Friendly Organic Foods - Focused on Gender- (친환경 유기농 식품을 활용한 한식 건강 메뉴의 이용 실태 및 선택 속성의 중요도 연구 -성별을 중심으로-)

  • Kim, Mi Ja;Park, Geum Soon
    • Journal of the East Asian Society of Dietary Life
    • /
    • v.24 no.4
    • /
    • pp.488-502
    • /
    • 2014
  • Research on the actual state of healthy Korean food menu items made from environmentally-friendly organic foods showed that 65.6% of subjects had experience of purchasing environmentally-friendly organic foods, and both genders chose 'expensive but reliable' as their prime reason for purchasing. Having no experience of purchasing environmentally-friendly foods constituted 34.5% of respondents, and the reasons were 'high price' and 'finding no difference from ordinary food'. Research on awareness of healthy Korean food menu items made from environmentally-friendly organic ingredients showed that both men and women thought the given menu items were 'fresh' but had little awareness of other factors such as 'good value for price', 'good visual style' and 'various recipes'. Regarding development prospective of environmentally-friendly organic foods, the number of subjects who answered positively was 405 (93%), which indicates that most research subjects showed positive attitudes. Top-selling menu items in the grain section were Sundubu-jjigae, Dubu-kimchi and Jeonju-bibimbap, and pajeon took first place in the vegetable selection. Moreover, Imjasu-tang showed high scores in the meat section. Furthermore, research on menu selection showed that menu selection was usually dependent on 'the price of menu (3.86)', 'fresh ingredients (4.03)', 'harmony of color (3.65)' and 'mood of the day (3.25)'. Research on menu selection revealed that 'quality of food' factors had the greatest influence upon preference and purchase intention for environmentally-friendly organic foods. Visual and psychological factors and values had significant an effect. Therefore, the food service industry should use this study as a source to develop menu items, by considering quality and visual factors. In addition, there should be various research performed on marketing strategies about menus from using environmentally-friendly organic foods and high value products.

Major Criteria for Channel Selection in Banking Transaction

  • Cho, Nam-Jae;Park, Ki-Ho
    • Journal of Information Technology Applications and Management
    • /
    • v.16 no.1
    • /
    • pp.169-183
    • /
    • 2009
  • The purpose of this research, based on the Media Selection Theory, the Technology Acceptance Model, and the Social Influence Theory, is to investigate the influential factors that affect media selection in banking transactions. Analyses showed that for location sensitive bank windows and ATMs(automatic teller machines), defined as offline-based transaction channels, convenience was the variable affecting media selection. However, in the case of online media not related to location, (phone banking, internet banking, and mobile banking) reliability was the significant variable influencing use. The findings show that banking organizations may benefit from identifying traits of media affecting use, and should differentiate customer services for competitive advantage.

  • PDF