• 제목/요약/키워드: One-class Problem

검색결과 546건 처리시간 0.022초

PRIME-PRODUCING POLYNOMIALS RELATED TO CLASS NUMBER ONE PROBLEM OF NUMBER FIELDS

  • Jun Ho Lee
    • 대한수학회보
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    • 제60권2호
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    • pp.315-323
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    • 2023
  • First, we recall the results for prime-producing polynomials related to class number one problem of quadratic fields. Next, we give the relation between prime-producing cubic polynomials and class number one problem of the simplest cubic fields and then present the conjecture for the relations. Finally, we numerically compare the ratios producing prime values for several polynomials in some interval.

Support Vector Machines을 이용한 다중 클래스 문제 해결 (Solving Multi-class Problem using Support Vector Machines)

  • 고재필
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제32권12호
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    • pp.1260-1270
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    • 2005
  • 최근 기계학습 분야에서 커널머신을 이용한 대표적 학습기로 Support Vector Machines (SVM)이 주목 받고 있다. SVM은 통계적 학습이론에 기반하여 뛰어난 일반화 성능을 보여주며, 다양한 패턴인식 문제에 적용되고 있다. 그러나. SVM은 이진 분류기이므로 일반적인 다중 클래스 문제에 곧바로 적용할 수 없다. SVM을 다중 클래스 문제의 하나인 얼굴인식에 도입하기 위한 방법으로는, One-Per-Class와 All-Pairs가 대표적이다. 상기 두 방법은 다중 클래스 문제를 여러 개의 이진 클래스 문제로 분할하고, 이들을 다시 종합하여 최종 결정을 내리는 출력코딩이라는 일반적인 방법에 속한다. 본 논문에서는 이진 분류기인 SVM의 다중 클래스 분류기 확장 방안으로 출력코딩 방법론을 설명한다. 또한 출력코딩 방법론의 대표적인 이론적 기반인 ECOC(Ewor-Correcting Output Codes)를 근간으로 하는 새로운 출력코딩 방법들을 제안하고, 얼굴인식 실험을 통해 SVM을 기반 분류기로 사용할 경우의, 출력코딩 방법의 특성을 비교$\cdot$분석한다.

아이다부스트(Adaboost)와 원형기반함수를 이용한 다중표적 분류 기법 (Multi-target Classification Method Based on Adaboost and Radial Basis Function)

  • 김재협;장경현;이준행;문영식
    • 전자공학회논문지CI
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    • 제47권3호
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    • pp.22-28
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    • 2010
  • 최근 기계학습 분야에서 커널머신을 이용한 대표적 분류기로 Adaboost가 주목받고 있다. Adaboost는 통계적 학습이론에 기반하여 뛰어난 일반화 성능을 보여주며, 다양한 패턴인식 문제에 적용되고 있다. 그러나, Adaboost는 이진 분류기이므로 다중표적 분류 문제에 곧바로 적용할 수 없다. 일반적으로 다중 분류 문제를 해결하는 기법으로 One-Vs-All 기법과 Pair-Wise 기법이 대표적이다. 이러한 두 기법은 다중 분류 문제를 여러 개의 이진 분류 문제로 분할하고, 이들을 다시 종합하여 최종 결정을 내리는 출력코딩이라는 일반적인 기법으로 실제 시스템 구성에 적합할만한 분류 성능을 보여주지 못하는 경우가 대부분이다. 본 논문에서는 이진 분류기인 Adaboost의 다중 분류 확장 방안으로 원형 기반 함수를 약한 분류기로 이용하는 Adaboost 기반 다중표적 분류 기법을 제안한다.

준거집합 문제와 자격의 문제 (The Reference-Class Problem and the Qua-Problem)

  • 김한승
    • 논리연구
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    • 제15권2호
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    • pp.223-250
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    • 2012
  • 일반적으로 준거집합 문제는 확률에 관한 빈도주의가 직면하게 되는 문제로 알려져 있다. 헤이젝은 확률의 본성에 관한 다른 주요 이론들 역시 이 문제를 피할 수 없다고 주장하면서 조건부 확률을 원초적인 것으로 간주하면 이 문제는 해소된다고 주장한다. 이 논문에서 필자는 헤이젝의 논증을 비판적으로 검토하면서 준거집합 문제와 그 철학적 함축에 대한 올바른 이해 방식을 제시하고자 한다. 필자는 헤이젝의 주장을 두 가지, 즉 (i) 확률이 준거집합에 상대적이라는 주장과 (ii) 조건부 확률에 대한 비율 견해는 옳지 않다는 주장으로 구분하고, 이 두 주장이, 헤이젝의 생각과는 달리, 서로 연결될 필요가 없으며, 나아가 전자는 받아들이면서 후자는 거부하는 것이 옳다고 주장한다. 또한 필자는 준거집합의 동일성 기준을 두 기준, 즉 외연적 기준과 비외연적 기준으로 구분하고, 준거집합의 동일성 기준은 후자이어야 한다고 주장한다. 이를 위해서 필자는 준거집합 문제가 자격의 문제의 한 사례임을 논증한다.

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An Exact Splitting Algorithm for a 4-Class-Based Dedicated Linear Storage Problem

  • Yang, Moon-Hee;Choi, Chang-Hwan;Kim, Hee
    • Management Science and Financial Engineering
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    • 제17권2호
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    • pp.23-37
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    • 2011
  • In this paper, we address a layout design problem for determining an optimal 4-class-based dedicated linear storage layout in a class of unit load storage systems. Assuming that space requirement for a class is the sum of the maximum inventory levels of products assigned to the class, and that one-way travel time is a linear function of storage index, we formulate a 4-class-based dedicated linear storage problem PTL[4] and provide an exact splitting algorithm with $O(n{\lceil}logn{\rceil})$. Our algorithms could be applied to more than a 4-class-based dedicated storage layout problem with slight modification in order to reduce computational execution time.

A Case Study on Gifted Education in Mathematics

  • Kim, Soo-Hwan
    • 한국수학교육학회지시리즈D:수학교육연구
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    • 제5권2호
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    • pp.87-98
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    • 2001
  • The Center for Science Gifted Education (CSGE) of Chongju National University of Education was established in 1998 with the financial support of the Korea. Science & Engineering Foundation (KOSEF). In fact, we had prepared mathematics and science gifted education program beginning in 1997. It was possible due to the commitment of faculty members with an interest in gifted education. Now we have 5 classes in Mathematics, two of which are fundamental, one of which is a strengthened second-grade class gifted elementary school students, and one a fundamental class, and one a strengthened class for gifted middle school students in Chungbuk province. Each class consists of 16 students selected by a rigorous examination and filtering process. Also we have a mentoring system for particularly gifted students in mathematics. We have a number of programs for Super-Saturday, Summer School, Winter School, and Mathematics and Science Gifted Camp. Each program is suitable for 90 or 180 minutes of class time. The types of tasks developed can be divided into experimental, group discussion, open-ended problem solving, and exposition and problem solving tasks. Levels of the tasks developed for talented elementary students in mathematics can be further divided into grade 5 and under, grade 6, and grade 7 and over. Types of the tasks developed can be divided into experimental, group discussion, open-ended problem solving, and exposition and problem solving task. Also levels of the tasks developed for talented elementary students in mathematics can be divided into the level of lower than grade 5, level of grade 6, and level of more than grade 7. Three tasks developed and practiced are reported in this article.

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간호대학생의 좋은 수업 경험이 문제해결능력에 미치는 영향: 자기조절학습능력의 매개효과를 중심으로 (The mediating effect of self-regulated learning ability on the relationship between experience of good class and problem solving ability of nursing students)

  • 박주영;우정희
    • 한국간호교육학회지
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    • 제26권2호
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    • pp.185-197
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    • 2020
  • Purpose: The purpose of this study was to investigate the mediating effect of self-regulated learning ability on the relationship between experiencing a good class and problem solving ability in nursing college students. Methods: A structured self-report questionnaire was used to measure experiencing a good class, self-regulated learning ability, and problem solving ability. During June, 2019, data were collected from 130 nursing students in D city. Data were analyzed using t-test, One-way ANOVA, Pearson's correlation coefficients, and hierarchical multiple linear regression with SPSS/WIN 23.0. Results: Importance of good class (r=.50, p<.001), satisfaction of good class (r=.42, p<.001), and self-regulated learning ability (r=.71, p<.001) were positively correlated with the problem solving ability of participants. Also, self-regulated learning ability had a partial mediating effect on the relationship between experiencing a good class and problem solving ability. Conclusion: Considering the findings of this study, developing programs that can improve the self-regulated learning ability of nursing students who experience a good class are needed to increase their level of problem solving ability.

인터넷 자원기반 문제중심학습이 초등학생의 과학과 학업성취도 및 과학에 대한 태도에 미치는 영향 (The Effects of Internet Resource-Based Problem-Based Learning on the Academic Achievement in Science and the Attitude toward Science of Elementary School Students)

  • 김진민;이형철
    • 대한지구과학교육학회지
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    • 제5권1호
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    • pp.75-87
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    • 2012
  • The purpose of this study is to find out the effects of internet resource-based problem-based learning on the academic achievement in science and the attitude toward science of elementary school students. One experiment class and one control class of grade 6 students were selected to perform a prior investigation on the academic achievement in science and the attitude toward science, then the experiment class attended 4 weeks of lessons that was applied the internet resource-based problem-based learning, and the control class attended the traditional lessons based on the guidelines of teachers. After conducting lessons, a post investigation was performed for each class and the results were analyzed to produce the following conclusions. First, the internet resource-based problem-based learning could be seen to be effective in improving the students' academic achievements in science. The internet resource-based problem-based learning seemed to make students recognize the lesson details better and grasp well the questions given during lessons from the process of finding solutions among many informations and data on the internet. Second, the internet resource-based problem-based learning had a positive effect on all attitudes' areas toward science of students. It looked like that the internet resource-based problem-based learning taught the students to use the internet resources and gave them a friendly feeling, so the children could actively participate in class and had positive recognition on science. Third, from teacher observation and the result of the student recognition investigation, we could know that the students showed lots of interests in the internet resource-based problem-based learning, and they were able to understand the scientific theories in the process of solving problems that were relevant to real life, and thought science in a positive way.

Fuzzy SVM for Multi-Class Classification

  • 나은영;홍덕헌;황창하
    • 한국데이터정보과학회:학술대회논문집
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    • 한국데이터정보과학회 2003년도 추계학술대회
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    • pp.123-123
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    • 2003
  • More elaborated methods allowing the usage of binary classifiers for the resolution of multi-class classification problems are briefly presented. This way of using FSVC to learn a K-class classification problem consists in choosing the maximum applied to the outputs of K FSVC solving a one-per-class decomposition of the general problem.

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문제발견 중심의 과학토론수업이 초등학생들의 과학 창의적 문제해결력과 과학탐구능력에 미치는 영향 (The Effect of Scientific Discussion Classes Focusing Problem Finding on the Primary School Students' Scientific Creative Problem Solving Ability and Science Process Skills)

  • 김순식;이용섭
    • 대한지구과학교육학회지
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    • 제7권1호
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    • pp.133-143
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    • 2014
  • The purpose of this study was to examine the effect of scientific discussion classes focusing problem finding on the primary school students' scientific creative problem solving ability, science process skills and attitude toward science class. To verify this research problem, the subject of this study was fifth-grade students selected from four classes of M elementary school located in Busan city. For four months, the experimental group of 51 students was taught using the "scientific discussion classes focusing problem finding". The control group also of 53 students was taught in normal classes which used a text-book. All students were given pre and post test to verify the effects of scientific discussion classes focusing problem finding on the primary school students' scientific creative problem solving ability, science process skills and attitude toward science class. The results from this study are as the following. First, the scientific discussion classes focusing problem finding were effective in scientific creative problem solving ability among the primary school students. It is possibly because in the process where one student compare his/her own thoughts with the others' ones and discuss them. Second, the scientific discussion classes focusing problem finding were effective in science process skills among the primary school students. Third, the scientific discussion classes focusing problem finding were effective in attitude toward science class. In conclusion, the scientific discussion classes focusing problem finding had positive effects on improvement of primary school students' scientific creative problem solving ability, science process skills and also could lead to a change in students' cognition about science class to a positive way. Therefore, the scientific discussion class focusing problem finding is hopefully to be provided as an effective instructive strategy of science class in school in the future.