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지능형 사물인터넷 기술 교육을 위한 머신러닝 모델 활용 사례 개발 (Development of Machine Learning Model Use Cases for Intelligent Internet of Things Technology Education)

  • 허경
    • 실천공학교육논문지
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    • 제16권4호
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    • pp.449-457
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    • 2024
  • 지능형 사물인터넷인 AIoT는 IoT 디바이스가 측정한 데이터를 수집하고 머신러닝 기술을 적용해 예측 모델을 만들어 활용하는 기술을 의미한다. AIoT 기술 교육을 위한 기존 연구에서는 교육용 AIoT 플랫폼 구축하고 사용법을 교육하는 데 초점을 맞추었다. 그러나, IoT 디바이스가 측정한 데이터로부터 머신러닝 모델이 자동 생성되고 활용되는 과정을 교육하는 사례 연구는 부족하였다. 본 논문에서는 AIoT 기술 교육을 위한 머신러닝 모델 활용 사례를 개발하였다. 본 논문에서 개발한 사례는 AIoT 디바이스의 데이터 수집, 데이터 전처리, 머신러닝 모델 자동 생성, 모델별 정확도 산출 및 유효 모델 결정, 유효 모델을 활용한 데이터 예측 단계들로 구성되었다. 본 논문에서는 AIoT 디바이스의 센서들이 서로 다른 범위의 값들을 측정하는 것을 고려하였고, 이에 따른 데이터 전처리 사례를 제시하였다. 또한 여러 머신러닝 모델들을 자동 생성하고 이 모델들 중 정확도가 높은 유효모델을 결정하여, AIoT 디바이스가 어떤 정보를 예측할 수 있는 가를 스스로 결정하는 사례를 개발하였다. 개발한 사례를 적용하면, AIoT를 활용한 예측기반 사물 제어와 같은 AIoT 활용 교육 콘텐츠를 다양하게 개발할 수 있다.

로봇 인터페이스 활용을 위한 가속도 센서 기반 제스처 인식 (Accelerometer-based Gesture Recognition for Robot Interface)

  • 장민수;조용석;김재홍;손주찬
    • 지능정보연구
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    • 제17권1호
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    • pp.53-69
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    • 2011
  • 로봇 자체 또는 로봇에 탑재된 콘텐츠와의 상호작용을 위해 일반적으로 영상 또는 음성 인식 기술이 사용된다. 그러나 영상 음성인식 기술은 아직까지 기술 및 환경 측면에서 해결해야 할 어려움이 존재하며, 실적용을 위해서는 사용자의 협조가 필요한 경우가 많다. 이로 인해 로봇과의 상호작용은 터치스크린 인터페이스를 중심으로 개발되고 있다. 향후 로봇 서비스의 확대 및 다양화를 위해서는 이들 영상 음성 중심의 기존 기술 외에 상호보완적으로 활용이 가능한 인터페이스 기술의 개발이 필요하다. 본 논문에서는 로봇 인터페이스 활용을 위한 가속도 센서 기반의 제스처 인식 기술의 개발에 대해 소개한다. 본 논문에서는 비교적 어려운 문제인 26개의 영문 알파벳 인식을 기준으로 성능을 평가하고 개발된 기술이 로봇에 적용된 사례를 제시하였다. 향후 가속도 센서가 포함된 다양한 장치들이 개발되고 이들이 로봇의 인터페이스로 사용될 때 현재 터치스크린 중심으로 된 로봇의 인터페이스 및 콘텐츠가 다양한 형태로 확장이 가능할 것으로 기대한다.

국군간호사관학교 교육과정 개선을 위한 기초 연구 (A Study on Curriculum Improvement of the Korea Army Nursing Academy)

  • 고자경
    • 대한간호학회지
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    • 제13권2호
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    • pp.22-43
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    • 1983
  • 1. Need for and Purpose of the Study. There is an increasing demand for curriculum improvement of the Korean Army Nursing Academy (KANA), since it was upgraded into 4-year institution of higher learning from 3-year one. In particular, it is strongly advocated that the KANA needs the outside expertise for its curriculum improvement-namely not only from the internal military view of points but also from the viewpoints of professional educational society, In line with such a necessity for the study, this study was aimed at 1) analyzing the current actual practices of KANA'S curriculum, 2) investigating the desired practices of KANA'S curriculum, and 3) identifying the discrepancy between the actual and desired practices of curriculum. 2. Problems for the Study This study had 4 problems to be answeared as follows: 1) What are the actual curriculum practices of KANA? 2) What are the desired curriculum practices of KANA? 3) How are the extents of perception of actual and desired curriculum different in four groups (student, faculty & administrator, nurse, and medical doctor in militay hospital) ? 4) What are the restraining forces that impede the change from actual to desired curriculum practices? 5) What are the relationships of curriculum component,』 in actual and desired curriculum practices? 3. Methods and Procedures This study was conducted by means of document analysis in addition to literature review and by means of needs assessment questionnaire which was developed by the researcher. The questionnaire included 62 statments with 7 questions for demographic data collection. The needs assessment questionnaire was managed to a total of 243 subjects (100 students, 46 faculty & administrators, 55 nurses, and 42 medical doctors), The collected data were treated using SPSS computer system so as to calculate mean scores, standard deviations, and correlation coefficients. The significance test was made through t-test and one-way ANOVA. The statistical significance level was set at both .05 and .01 level. 4. Major findings The major findings in this study are as follows: 1) The score of desired practices was significantly greater than that of actual practices, representing a strong need for curriculum betterment. 2) There were significant differences in the perceptions of actual practices as well as desired practices among four groups (student, faculty & administrater, nurse, and medical doctor). 3) The most frequently selected restraining forces were army's inherent character, economical limitation, and educational expertise limitations. 4) Such variables as sex, position attachment to the KANA and grade made a statistically significant effect on the perception of desired curriculum practice, while the variables like marrige, position, and military class made it on the perception of actual curriculum practice. 5) The coefficients among the curriculum components were lower in perception of the actual curriculum practices than those in the desired practices. 5. Conclusions The conclusions based on the major findings of this study are as follows: 1) The current curriculum development procedure of the KANA is not consistent with the theoretical frame of systematic development sarategy of curriculum. 2) There are wide conflicts among the groups who are supposed to participate in curriculnm development, concerning the actual and desired practices of KANN'S curriculum. 3) A great deal of need for curriculum improvement for the KANA is clearly felt, and in particular, in the process of teaching and learning. 4) Each component of curriculum is not intergrated into a whole development procedure, being segregated each other. 5) For better curriculum improvement, such restraining forces as financial and professional limitations should be eliminated. 6. Recommendations 1) For Further Research a. There is a need to replicate this study after in-depth statistical analysis of each item of need assessment questionnaire, and with more representative subjects. b. A study should be conducted which. has its focus on the analysis of restraining forces for the change from actual to desired curriculum practices of the KANA. 2) For KANA'S Curriculum Improvement a. There is a need to promote the professional expertise of the participants in curriculum development and the communication among them. b. It is desirable to establish an institution or section of administration, which is soley in charge of curriculum development. c. To better develop KANA's curriculum not only faculty and administrators but also students should be encouraged to participate in development process, while the military medical doctors' participation should be carefully considered.

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인터넷상의 고등학교 생물 학습사이트 비교분석 및 웹사이트 구축방안에 관한 연구 (Analysis of Internet Biology Study Sites and Guidelines for Constructing Educational Homepages)

  • 김주현;성정희
    • 한국과학교육학회지
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    • 제22권4호
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    • pp.779-795
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    • 2002
  • 인터넷의 사용으로 사람들은 거리나 시간에 관계없이 정보를 서로 공유할 수 있게 되어 인터넷을 정보의 바다라 부르게 되었다. 그러나 이러한 인터넷의 장점에도 불구하고, 우리나라의 생물 교육 현장에서는 그 활용이 극히 미비한 실정이다. 따라서 본 연구에서는 이러한 인터넷상의 생물 학습사이트 이용에 대한 한계를 인식하고, 고등학교 학생들의 인터넷 활용 환경과 학생들이 자주 이용하며 비교적 내용과 구성이 잘 된 생물 홈페이지를 조사, 분석하여 이를 토대로 고등학교 생물 영역에서 인터넷을 보다 쉽고 유용하게 활용할 수 있는 방안을 모색하는 데에 그 목적이 있다. 본 연구에서는 인터넷 검색 엔진을 통하여 고등학교 공통과학 생물 학습사이트를 검색한 후 4개의 사이트를 선정하여 학습 내용과 구성을 분석하고, 선정 된 사이트의 이용자를 대상으로 설문조사를 실시하였다. 그 결과는 생물 학습 홈페이지들이 생물학습에 많은 도움이 되는 것으로 나타났으며, 자세하고 심도있는 내용뿐만 아니라 그림과 영상 등의 다양한 멀티미디어를 적극 활용하는 것이 좋은 홈페이지라는 견해를 보였다. 그리고 기존의 학습 사이트 분석과 설문 조사 결과에 근거하여 학생들에게 도움이 되는 고등학교 생물 학습용 홈페이지 제작의 구성요소를 제시하고자 하였다. 홈페이지 구성에서 가장 중요한 요소는 학습자와 홈페이지간의 상호작용성을 높이기 위해 효과적인 피이드백 방법과 학습자 스스로 자신의 수준에 맞는 학습을 할 수 있도록 구성하는 것이다. 이와 같이 학습자와 홈페이지간의 피드백을 통한 학습은 학습자의 지적 욕구를 만족시킬 수 있을 뿐만 아니라 내적 동기를 유발하는 촉진적인 역할을 할 것으로 기대된다. 이상의 연구를 통해 교수-학습에 활용할 수 있는 체계적인 교육용 홈페이지가 개발되어야 할 필요가 있으며 여기에는 교사뿐 아니라 학생, 교육연구가와 전문가, 엔지니어 등 교육과 관련된 다양한 인력이 참여해야 한다는 것이다. 또한 학습에 도움이 되는 좋은 홈페이지를 교사가 학생에게 안내해서 효과적으로 이용할 수 있도록 해야 할 것이다.

농업 기술 전파 커뮤니케이션에 관한 비교 연구 (A Comparative Study on Communication of Agricultural Innovation)

  • 김성수
    • 농촌지도와개발
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    • 제7권1호
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    • pp.121-136
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    • 2000
  • This study reports on a comparison between the Korean diffusion of agricultural innovation or extension service and the cooperative extension service in the United States of America. It focuses on relevant differences between the two systems and provides recommendation for improvement of the Korean system to insure success in important areas related to the diffusion of agricultural innovations. After a comparative study on diffusion of innovations it is clear that: in order to have a productive agriculture that makes effective and efficient use of natural resources and helps achieve sustainability goals, a mechanism that delivers knowledge to agricultural communities must be established and maintained. This mechanism is clearly an agricultural extension service that is cooperatively funded by federal, state and local governments and that insures participation of constituents in the process of establishing priorities and evaluating achievements. The success of US agriculture, the most productive in the world, is to a large degree to the Cooperative Extension Service. Based on the results of this study and the differences of the United States and Korea, the following recommendations should be emphasized for more effective communication for agricultural innovation and rural development in Korea: 1) In order to insure that extension educators are high caliber professional individuals, it is important to establish a system that nationally recognizes these individuals as such, and that provides a professional development path. 2) The results of the decision of transfer of extension educators to local governments has not yielded positive outcomes, especially in terms of professional status. It is clearly demonstrable that valuable professionals are leaving the service, that local governments do not have the will and resources to implement a successful extension program. 3) Because of the critical importance of diffusing innovations to agricultural producers in order to insure and quality and steady food supply, it is of critical importance that these issues be addressed before the extension service is further deteriorated. Given the cement situation, it is clear that the extension service should become nationally supported again in cooperation with local and state governments and that extension professionals be given appropriate rank at the national level, commesurate with their peers in research and teaching. 4) The common current committee practice of lengthy reporting and short discussion needs to be changed to one that results in char, brief and substantive action oriented goals. Joint participation by researchers, extension educators and farmers should be encouraged in planning, implementation and evaluation of communication for agricultural innovations. Roles and functions of committees for institutional cooperation, and or agricultural extension committees should be enlarged. 5) Extension educators should be encouraged to adopt new communication technologies to improve their diffusion of innovations methods. Agricultural institutions and organizations should be encouraged to adopt farmer-first and or client-oriented approach in agricultural extension and diffusion of agricultural technologies. The number, complexity and rapid change of information in agricultural extension require the development of a computer based information and report system to support agricultural extension. 6) To facilitate and expand the further development of communication for agricultural innovation and rural development, agricultural communication programs in universities especially in colleges of agriculture and life sciences. 7) To strengthening the sense of national and social responsibility communication for agricultural innovation and rural development among students in agricultural colleges and universities through participation in learning activities by proactive recruitment. 8) To establish and reinforce a policy that insures participation in communication for agricultural innovation and regal development activities. 9) To improve further development of communication for agricultural innovation and rural development in Korea, more research activities should be encouraged.

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가정과교사가 인식한 학교 평생교육을 위한 가정과 자원의 활용 실태 및 활성화 방안 (A Study on the actual conditions of the use of them and the moves to strengthen home economics resources for school lifelong education in home economics teachers' view)

  • 김성희;채정현
    • 한국가정과교육학회지
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    • 제18권4호
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    • pp.127-141
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    • 2006
  • 인간의 전 생애에 걸친 삶의 문제들을 지혜롭고 창조적으로 해결할 수 있는 능력을 길러주는 가정과교육의 인적 물적 자원이 학교 평생교육에 어느 정도 활용되고 있으며 이를 활성화시킬 방안은 무엇인지 알아보고자 전국의 중 고등학교 가정과교사들을 체계적 무선표집하여 질문지를 발송한 후 최종 회수된 135부를 분석하였다. 분석 결과 가정과교사들의 학교 평생교육 업무 참여 실태는 낮은 편이며 주로 컴퓨터 강좌를 맡고 있어 전문성 발휘가 안 되고 있는 실정이다. 가정과 교사들은 학습자를 가르치기를 원하지만 강사의 역할보다는 학교 평생교육 관련 제반 업무를 여러 가지 맡고 있어서 과중한 업무가 부담되고 있다. 학교 평생교육을 실시하는 학교 중 1/5 정도에서 가정과와 관련된 프로그램을 실시하고 있으며 주로 자모들을 대상으로 하는 $\ulcorner$취미 여가생활 프로그램$\lrcorner$인데 이는 가정과교사들이 미래사회에 가르쳐야 할 중요도가 가장 낮다고 여기는 프로그램 내용이다. 가정과교사들과 학부모 및 지역주민이 가장 중요하게 생각하고 개설을 희망하는 프로그램 내용은 $\ulcorner$자녀교육 프로그램$\lrcorner$으로서, 학습자의 요구도에 걸맞으면서 그들의 가족생활을 강화하거나 지지할 수 있는 직접적인 프로그램 강좌개설이 필요하다. 가정과 관련 실습실의 실태는 조리실습을 할 수 있는 정도의 형태여서 개방을 위해서는 실습실의 확충 및 시설 면에서의 보완이 필요하다. 가정과 관련 학교 평생교육의 활성화 방안으로 가정과교사들은 교육 연수를 통해 전문성을 길러 양질의 프로그램으로 학교 평생교육의 강사로서 참여할 의향이 있으며 이를 뒷받침해 줄 정부의 지원과 노력한 만큼의 적절한 의상을 바라고 있다.

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본태성 고혈압 환자의 자기실현 및 욕구구조에 관한 연구 (Manifest Weeds and Self-Actualization of Patients with Essential Hypertension)

  • 강익화
    • 대한간호학회지
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    • 제8권1호
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    • pp.163-180
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    • 1978
  • Much of a person's energy is spent in the effort of becoming a productive member of to-day's complex society. This activity may cause tension, and chronic unrelieved tension is an influential factor in blood pressure elevation. The problem of this study was to identify manifest needs and self-actualization of patients with essential hypertension, and to analyse and compare their manifest needs and selt-actualization with the selected general characteristics of We, sex, religion, occupation and level of education with a control group of patients with normal blood pressure readings. The purpose was to contribute to the planning of nursing interventions toward reducing the impact of complex psycho-somatic factors on the anxiety of patients with essential hypertension. The instruments used included selected items from the Edwards (1959) Personal Preference Schedule (EPPS) as adapted by Hwang (1965) and from the Personal Orientation Inventory (POI) (Shostrom 1964, 1974) adapted by Kim and Lee (1977) to measure manifest needs and self-actualization. The convenience sample was chosen from 149 persons who presented themselves for general physical examinations at Ewha University Medical Centre and 41 patients diagnosed with essential hypertension at three general hospitals in Seoul during June 1 and August 31, 1977. Forty-nine persons from the Ewha group with blood-pressure readings exceeding 150/90 were added to the experimental group. Data were analysed by the S.P.S.S. computer programme using t-test and tests for statistical significance. Statistically significant findings were as follows: A. Blood Pressure and Manifest Needs. 1. with the exception of Autonomy, patients with hypertension had significantly high scores on all variables Abasement, Achievement, Affiliation, Aggression, Dominance, Emotionality, Exhibitionism and Sex. 2. When mean scores of normal persons were compared by age groups, normal persons had higher scores in the following order on Abasement (50's, 40's, 20's, 30's), Achievement (50's, 30's, 40's, 20's), Affiliation (50's, 40's, 30's, 20's), Dominance (50's, 40's, 40's, 20's) and Exhibitionism (30's, 50's, 40's, 20's). In each case, there was a significant difference between the first and last age group scores. 3. When the mean scores of normal persons were compared by sex, normal men had higher scores than women on Achievement, Affiliation, Aggression, Dominance, Exhibitionism and Sex. Male patients had higher scores than female patients on Achievement, Dominance, Exhibitionism and Sex, but female patients scored higher in Emotionality. 4. Normal persons had higher scores related to religion in the following order on Achievement (Buddhism, no religion, Christianity). Hyper tensive patients had higher scores on. Exhibitionism (no religion, Christianity, Buddhism). 5. Normal persons had higher scores related to occupation in the following order on Achievement and Exhibitionism (unemployed, office workers, teachless, businessmen), Emotionality (office workers, unemployed, businessmen, teacher) and Sex (office workers, unemployed, teachers, businessmen). Hypertensive patients had higher scores on Achievement and Aggression (teachers, businessmen, office worker, unemployed), Dominance and Exhibitionism (businessmen, teacher, of ace workers, unemployed) and Sex (teachers, office worker, businessmen, unemployed). 6. Normal persons had higher scores related to level of edification in the following order on Abasement, Emotionality and Autonomy (secondary school graduation, university). Hypertensive patients had higher scores on Abasement (no education, primary, university, secondary), Achievement (no education, secondary, university, primary) , Dominance (university, no education, secondary, primary), Exhibitionism (university, secondary, no education, primary), and Sex (university, secondary, primary, no education). B. Blood Pressure and Self_Actualization 1, Patients with hypertension had significantly lower scores on all variables. 2. Normal persons had higher scores related to age groups in the following order on Existentiality (20's, 30's, 40's, 50's). Hypertensive patients showed no significantly different scores. 3. Normal women had higher scores than men on Time Competence. Normal men had higher scores on Feeling Reactivity. Male patients had higher scores than women on Self-Actualizing Value and Self-Regard. 4. Normal persons ha 1 higher scores related to religion on spontaneity (Buddhism, no religion, Christianity). Hypertensive patients had higher scores on Time Competence and Nature of Man (Buddhism, Christianity, no religion). 5. Normal persons had higher scores related to occupation in the following order on Existentiality (teachers, office workers, businessmen, unemployed) and Self-Regard (unemployed, office workers, teachers, businessmen). Hypertensive patients showed no significantly different scores. 6. Normal persons had higher scores related to level of education in the following order on Existentiality and Self-Acceptance (university, secondary). Hypertensive patients had higher scores on inner-Director (university, secondary, no education, primary) and Existentiality (university, secondary, primary, no education). Recommendations for nursing interventions with hypertensive patients with emotional problems or low self-actualization were made. 1. The nurse should encourage the patient through her interactions with other members of the medical team to accept counselling and health education. 2. Through her therapeutic interpersonal relationships with the patient, the nurse should help him discover the causes of his emotional tension. 3. Through her health teaching with the family, the nurse should encourage them to participate with the medical team in the patient's therapeutic plan and in providing him with the minimum possible emotional support. 4. Through frequent counselling with the obsessive-thinking and inflexible patient, the nurse should reevaluate the patient's behaviour and her interventions. 5. Seriously ill patients should be given needed reeducation by members of the professional medical team.

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GeoGebra를 활용한 귀납활동이 초등수학영재의 증명능력 및 증명학습태도에 미치는 영향 (The Effects of Inductive Activities Using GeoGebra on the Proof Abilities and Attitudes of Mathematically Gifted Elementary Students)

  • 권윤신;류성림
    • 한국수학교육학회지시리즈C:초등수학교육
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    • 제16권2호
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    • pp.123-145
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    • 2013
  • 본 연구의 목적은 GeoGebra를 활용한 귀납활동이 초등수학영재들의 증명능력 및 증명학습태도에 미치는 영향을 알아보는 것이다. 본 연구의 대상은 영재교육원에서 영재교육을 받고 있는 초등수학영재 20명(실험집단 10명, 비교집단 10명)이고, 실험집단은 GeoGebra를 활용한 귀납활동 중심의 증명 수업을 하고, 비교집단은 GeoGebra를 활용하지 않은 일반적인 증명 수업을 실시하였다. 수업 실시 후 증명능력 검사와 증명학습태도 검사를 통해 얻은 연구 결과는 다음과 같다. 첫째, 증명 이전의 선행활동으로서의 GeoGebra를 활용한 귀납활동으로 학습한 실험집단은 전통적인 증명 학습을 한 비교집단보다 증명능력에 있어서 더 높은 성취도를 보였다. 둘째, 증명 이전의 GeoGebra를 활용한 귀납적 활동을 통해 증명 학습을 한 실험집단은 전통적인 증명 학습을 한 비교집단보다 증명에 대한 신념 및 태도에 있어서 긍정적인 생각을 가지고 있었다. 셋째, 탐구형 소프트웨어인 GeoGebra의 측정 및 끌기 기능을 통해 학생들이 도형을 변화시켜 불변의 성질을 탐구하며 가정 및 결론을 분리하여 직접 명제를 만드는 것이 증명 학습에 긍정적 효과가 있음을 알 수 있었다.