• 제목/요약/키워드: Classification of Students

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Analysis of the Relation between Biological Classification Ability and Cortisol-hormonal Change of Middle School Students

  • Bae, Ye-Jun;Lee, Il-Sun;Byeon, Jung-Ho;Kwon, Yong-Ju
    • 한국과학교육학회지
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    • 제32권6호
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    • pp.1063-1071
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    • 2012
  • The purpose of this study is to investigate the relation between the classification ability quotient and cortisol-hormonal change of middle school students. Thirty-three students, second graders in middle school, performed the classification task that can be an indicator of students' classification ability. And then amount of the secreted hormone was analyzed during task performance. The study results were as follows: First, the classification methods of students mostly utilized visual, qualitative. Their classification patterns for each subject were static, partial, and non-comparative. Second, the amount of stress-hormone was secreted from students during the experiment decreased in overall after the free classification. It seemed that student-centered activity relieved stress. Third, the classification ability quotient turned out to be significantly correlated to the stress hormone, which means that there was a close relationship between classification ability and stress level. It was also considered that stress had a positive effect on the improvement of classification ability. This study provided physiologically more accurate information on the stress increased in the learning process than other conventional studies based on reports or interviews. Finally, researchers could recognize the effect of stress in the cognitive activity and the need to find an appropriate level of stress in learning processes.

대학생이 과학 관련 과제에서 사용한 분류 전략의 미시발생적 분석 (A Microgenetic Analysis on the Classification Strategy Used in Tasks Related to Science by College Students)

  • 최현동
    • 대한지구과학교육학회지
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    • 제4권2호
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    • pp.151-165
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    • 2011
  • Following a microgenetic design, this study was analysed the characteristic and the change of classification strategy that appear in college students' classification activity. The 4 tasks were developed for classification activity; a shell as a familiar real things, an animal fossil as a unfamiliar real things, a snow flake as a familiar picture cards and galaxy as a unfamiliar picture card. Achieved study to 6 college students who major in elementary education. Data were collected by interview with subjects, subject's classification schema, investigator's observation of subject's activity, and videotaped that record subject's subject classification process over an extended period of 6 times. Result proved in this study is as following. In the 6 times of the data collection procedures, a strategy F identifying concrete attribution of classification objects and a more detailed strategy X3 combining qualitative, spatial and dimensional attribution were found and more frequently used in both groups of college students which reported a classification process and did not report the process. While discovery and absorption of both a concrete classification strategy and a detailed classification strategy were rapidly developed in the reporting group, they were gradually developed in the non-reporting group. In addition to this, as the data collection procedures were progressing, the college students were familiar with change factors of classification tasks and in the case of pictures the classification strategy showed more desirable changes.

생물분류과정에서 과학영재학생과 일반학생의 안구운동 비교 분석 (Comparative Analysis of Eye Movement on Performing Biology Classification Task between the Scientifically Gifted and General Elementary Students)

  • 전예름;신동훈
    • 한국초등과학교육학회지:초등과학교육
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    • 제34권1호
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    • pp.142-152
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    • 2015
  • The purpose of this study was to identify the differences in eye movement pattern shown in shown in classification process between the scientifically gifted and general students in elementary schools. The subjects for the research consisted of 16 gifted students in special education center for the gifted at Seoul National University of Education and 22 general students at G elementary schools. The tasks consisted of four hierarchical biology classification tasks and one non-hierarchical tasks. SMI's Eye Tracker (iView $X^{TM}$ RED) was used to collect eye movement data while the Begaze software analyzed the task performing process and eye movements. The findings of this study were twofold. First, there was a significant difference in students' fixation duration by students' academic achievement level. Gifted students spent little time on scanning details and found the features successfully. Second, the process of the classification is different by students' academic achievement. General students spent more time to gaze the salient features not relevant features. They had a difficulty to find the element to classify.

초등과학영재와 일반아동의 분류 능력 차이 (Differences in Classification Skills between The Gifted and Regular Students in Elementary Schools)

  • 김경민;차희영;구슬애
    • 한국과학교육학회지
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    • 제31권5호
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    • pp.709-719
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    • 2011
  • 본 연구의 목적은 초등과학영재 학생과 일반아동사이의 분류 활동 능력의 차이를 확인하는데 있다. 연구를 수행하기 위해 강원도 지역의 P교육청 부설 영재교육원의 초등과학영재 학생 6명과 B와 M초등학교의 일반아동 6명이 연구 대상으로 선정되었다. 학생들에게 부여되는 분류 활동 과제는 선행 연구를 바탕으로 실물자료 과제 3가지와 사진자료 과제 3가지로 총 6가지였으며, 초등과학영재 학생과 일반아동 사이의 분류 활동 능력 차이를 확인하기 위해 분류 활동 과제 수행에 걸리는 시간 측정, 분류 활동 결과 분석 및 분류 기준 수 비교, 분류 능력 지수 산출을 실시하였다. 연구 결과 분류 과제 종류에 관계없이 초등과학영재가 일반아동에 비해 분류 활동 과제 수행에 걸리는 시간이 더 짧게 걸렸다. 분류 활동 결과 분석에 있어서는 초등과학영재와 일반아동 모두 비교 관찰을 실시하였으나 생성된 분류 기준 수에 있어서는 초등과학영재가 더 많은 기준 수를 산출하였고, 분류 능력 지수 또한 초등과학영재의 경우가 더 높았으나 학년의 발달과 유의미한 관계는 없었다.

고등학교 학생들의 도서관 이용능력에 관한 연구 (A Study on Library Use Competency of High School Students)

  • 한윤옥
    • 한국문헌정보학회지
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    • 제5권
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    • pp.152-178
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    • 1978
  • This has been designed for an attempt to survey a library use competency in order to provide basic information to plan more effective library use instruction for high school students. To get necessary data, a questionnaire was sent to 450 students in the 7 sample high schools in Seoul, and $80\%$ of them responded. The followings are the analysed results. 1. $42\%$ of them responded that they have heard about the decimal classification and $15\%$ of all the students have ever used decimal classification to search for the materials. 2. $3.6\%$ responded that they can understand the decimal classification and $66\%$ of all the students want to know about decimal classification. 3. $94\%$ responded that they have heard about the catalog cards and $41\%$ of all the students used catalog cards to search for the materials. 4. $29\%$ responded that they can understand the catalog cards and $68\%$ of all the students want to know about the catalog cards. 5. $61\%$ responded that they can use reference books. 6. $55.6\%$ responded that they know about the parts of a book. 7. $11\%$ responded that they can footnote. Reviewing the results of this study, library use competency of high school students can be said to be below level. And more effective approach is expected.

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항상성, 동.식물 분류, 식물의 양분생산에 대한 학생의 개념 조사와 오개념 형성 원인으로써 교사 요인의 분석 (The Conceptions of Homeostasis, Classification of Animals and Plants, and Food Production in Plants of Students and The Teacher Factor as a Possible Source of Students' Misconception)

  • 김수미;정영란
    • 한국과학교육학회지
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    • 제17권3호
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    • pp.261-271
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    • 1997
  • This study evaluates on students' understanding and misunderstanding of homeostasis, classification of animals and plants, and food production in plants, and analyzes the teacher factor as a possible source of students' misconception. A total number of 863 students and 47 biology teachers at the middle and high school were randomly selected. Students' conceptions and misconceptions were measured with concept evaluation statements (CES) which was translated into Korean by author. The CES was developed and validated by Simson and Marek (1988). Teacher's misconceptions were investigated the way in which teachers marked students' work. The supposed answer given to the teachers to mark was based on misconceptions held by students tested in concept evaluation statements. The results of this study are as follows : 1. 0% of 7th Grade students, 4.5% of 9th Grade students and 5.4% of 11th Grade students understood homeostasis. There was a significant difference at the level of students' understanding of homeostasis according to schools and gender(P<0.05). Many students had a tendency of understanding the conception of the homeostasis by experiences and unscientific use of everyday language rather than a scientific concept. 2. 0.4% of 7th Grade students, 3.1% of 9th Grade students and 2.9% of 11th Grade students understood classification of animals and plants. There was a significant difference at the level of students' understanding of classification of animals and plants according to schools and gender(P<0.05). Students classified animals and plants through personal experiences and observations instead of trying to classify through microscopic analysis of animals and plants cell. 3. 1.2% of 7th Grade students, 10.3% of 9th Grade students and 19.4% of 11th Grade students understood food production in plants. There was a significant difference at the level of students' understanding of food production in plants according to schools and gender(P<0.05). Students had a misconception that food production in plants was done by an absorption of nutrients from soil not by photosynthesis. 4. A large proportion of teachers surveyed in this study appear to have misconceptions about homeostasis (38.1%), classification of animals and plants (34.1%), food production in plants (40.4%). The male teachers had. more misconceptions than female teachers(P<0.05). However, they didn't show any significant differences according to schools and teaching experience(P<0.05). 5. According to the investigation of teachers' perception, 29.8% of the teachers acknowledged that they might be a cause for students' misconceptions. This study shows that 38.3% of teachers did not understand the analyzed biological concepts precisely. By comparing the data of students and teachers, it turned out that teachers participate in the students' misconceptions. And teachers themselves acknowledged that students' misconceptions could be caused by them. Therefore. teachers' right understanding of fundamental biological concepts should precede to students' biology education. New training programs for biology teachers seem to be urgent.

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A Predictive Model to identify possible affected Bipolar disorder students using Naive Baye's, Random Forest and SVM machine learning techniques of data mining and Building a Sequential Deep Learning Model using Keras

  • Peerbasha, S.;Surputheen, M. Mohamed
    • International Journal of Computer Science & Network Security
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    • 제21권5호
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    • pp.267-274
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    • 2021
  • Medical care practices include gathering a wide range of student data that are with manic episodes and depression which would assist the specialist with diagnosing a health condition of the students correctly. In this way, the instructors of the specific students will also identify those students and take care of them well. The data which we collected from the students could be straightforward indications seen by them. The artificial intelligence has been utilized with Naive Baye's classification, Random forest classification algorithm, SVM algorithm to characterize the datasets which we gathered to check whether the student is influenced by Bipolar illness or not. Performance analysis of the disease data for the algorithms used is calculated and compared. Also, a sequential deep learning model is builded using Keras. The consequences of the simulations show the efficacy of the grouping techniques on a dataset, just as the nature and complexity of the dataset utilized.

중학생의 소설 접근성을 증진시키기 위한 소설 분야 분류 개선 방안에 관한 연구 (A Study on Improvement for Classification of Fiction to Enhance to Accessibility for Middle School Students)

  • 조혜전;정연경
    • 정보관리학회지
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    • 제35권1호
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    • pp.61-82
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    • 2018
  • 소설은 학교도서관에서 학생들이 가장 많이 열람하고 대출하는 장서이다. KDC는 학생들이 원하는 다양한 소설을 찾는데 제한점을 가진다. 이에 본 연구는 도서관과 서점, 출판사 등에서 사용하고 있는 소설 분류의 다양한 사례와 중학생의 소설 이용 행태를 설문 조사하여 이용자 요구에 맞게 소설 분류 개선안을 제안하였다. KDC 기호에 더하여 소설의 장르별 색띠를 부착하여 이용자들이 손쉽게 원하는 소설을 찾을 수 있도록 하였으며 추가적인 사항은 중학생들의 소설 접근성과 발견성을 향상시키고 향후 도서관이나 서점, 출판사에서 사용하는 소설 분야 세분에 대한 참고자료로 활용될 수 있을 것이다.

식물 이름에 대한 초등학생들의 인지도와 그들이 사용하는 식물 분류 기준 (Elementary School Students' Perception of the Name of Plants and Their Criteria Used in Classifying Plants)

  • 김상영;송남희
    • 한국초등과학교육학회지:초등과학교육
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    • 제26권1호
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    • pp.41-48
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    • 2007
  • The purpose of this study is to examine how many plant names elementary school children how, and what kind of criteria they use for classifying these plants. The sample involved 926 students from the 2nd, the 4th, and the 6th grades dwelling in one urban, three suburban, and six rural areas. Their level of perception on the name of plants increased in correlation to the elevation of the grade level. However, different patterns of increases were shown depending on the local environments in which they live. The most well-known plant names for students were the rose of Sharon, the rose and the pine tree. The students mostly classified the plants using the following criteria such as 'with or without flower' and 'edible or inedible' regardless as to whether they had prior loaming experience of plant classification. 65.3% of the 6th graders correctly grouped 5 kinds of plants into the flowering and the non-flowering plant categories at the 1st level of classification. However, only 17.9% and 7.7% correctly divided the flowering and the non-flowering plants into two subgroups at the 2nd level of classification respectively. Therefore, their abilities in plant classification was shown overall to be poor. The students living in suburban areas appeared to be harmonized with both the natural and urbanized surroundings and classified the plants more scientifically than those from the urban or rural areas were able to. This suggests that the conception of plant classification by children is affected by the environment in which they live. If children have more opportunities to observe plants in surroundings such as their classrooms and school gardens, it will help them to form the relevant scientific concepts as well as to correct any alternative conceptions related to classification.

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데이터마이닝 기법을 이용한 전공이탈자 분류를 위한 성능평가 (Evaluation on Performance for Classification of Students Leaving Their Majors Using Data Mining Technique)

  • 임영문;유창현
    • 대한안전경영과학회:학술대회논문집
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    • 대한안전경영과학회 2006년도 추계공동학술대회
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    • pp.293-297
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    • 2006
  • Recently most universities are suffering from students leaving their majors. In order to make a countermeasure for reducing major separation rate, many universities are trying to find a proper solution. As a similar endeavor, this paper uses decision tree algorithm which is one of the data mining techniques which conduct grouping or prediction into several sub-groups from interested groups. This technique can analyze a feature of type on students leaving their majors. The dataset consists of 5,115 features through data selection from total data of 13,346 collected from a university in Kangwon-Do during seven years(2000.3.1 $\sim$ 2006.6.30). The main objective of this study is to evaluate performance of algorithms including CHAID, CART and C4.5 for classification of students leaving their majors with ROC Chart, Lift Chart and Gains Chart. Also, this study provides values about accuracy, sensitivity, specificity using classification table. According to the analysis result, CART showed the best performance for classification of students leaving their majors.

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