• Title/Summary/Keyword: correlation learning

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The identification of Raman spectra by using linear intensity calibration (선형 강도 교정을 이용한 라만 스펙트럼 인식)

  • Park, Jun-Kyu;Baek, Sung-June;Park, Aaron
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.3
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    • pp.32-39
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    • 2018
  • Raman spectra exhibit differences in intensity depending on the measuring equipment and environmental conditions even for the same material. This restricts the pattern recognition approach of Raman spectroscopy and is an issue that must be solved for the sake of its practical application, so as to enable the reusability of the Raman database and interoperability between Raman devices. To this end, previous studies assumed the existence of a transfer function between the measurement devices to obtain a direct spectral correction. However, this method cannot cope with other conditions that cause various intensity distortions. Therefore, we propose a classification method using linear intensity calibration which can deal with various measurement conditions more flexibly. In order to evaluate the performance of the proposed method, a Raman library containing 14033 chemical substances was used for identification. Ten kinds of chemical Raman spectra measured using three different Raman spectroscopes were used as the experimental data. The experimental results show that the proposed method achieves 100% discrimination performance against the intensity-distorted spectra and shows a high correlation score for the identified material, thus making it a useful tool for the identification of chemical substances.

The Study on the Satisfaction of the Education programs: Focus on Adult Learner at the Lifelong Education Institutes of University (대학부설 평생교육원의 교육만족도와 영향요인에 관한 연구)

  • Choi, Young-Joon;Park, Geum-Ju
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.10
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    • pp.361-367
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    • 2018
  • This study was conducted to survey 1,067 adult learners who are attending lifelong education center in universities in Seoul, Gyeonggi-do, and Chungcheongnam-do in order to understand educational satisfaction and its effects factors. Educational satisfaction is composed the following factors: overall satisfaction, instructor, education contents, education methods, educational facilities and environment, and staff service. Also, we had a conditional factor in educational satisfaction for this survey; for example, the analysis of correlation at the education satisfaction variables between age, region, and gender. The key study results are as follows. First, the overall educational satisfaction was higher than the level of averages in the lifelong institute of the universities. Second, the highest factor was the satisfaction at the adult learners which is instructors in their curriculums among various factors; however, the staff service was the lowest. The third, the main variables influencing educational satisfaction were instructors, education contents, and facilities and environments of the institutes. To be specific, the explanatory power of these three variables was about 36 percent of the total effects on the satisfaction of education. Therefore, the implication for managing the lifelong education institutes for the adult learners are that the institutes and universities should have a priority in these areas: instructors, education contents, and facilities and environments.

Example-based Super Resolution Text Image Reconstruction Using Image Observation Model (영상 관찰 모델을 이용한 예제기반 초해상도 텍스트 영상 복원)

  • Park, Gyu-Ro;Kim, In-Jung
    • The KIPS Transactions:PartB
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    • v.17B no.4
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    • pp.295-302
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    • 2010
  • Example-based super resolution(EBSR) is a method to reconstruct high-resolution images by learning patch-wise correspondence between high-resolution and low-resolution images. It can reconstruct a high-resolution from just a single low-resolution image. However, when it is applied to a text image whose font type and size are different from those of training images, it often produces lots of noise. The primary reason is that, in the patch matching step of the reconstruction process, input patches can be inappropriately matched to the high-resolution patches in the patch dictionary. In this paper, we propose a new patch matching method to overcome this problem. Using an image observation model, it preserves the correlation between the input and the output images. Therefore, it effectively suppresses spurious noise caused by inappropriately matched patches. This does not only improve the quality of the output image but also allows the system to use a huge dictionary containing a variety of font types and sizes, which significantly improves the adaptability to variation in font type and size. In experiments, the proposed method outperformed conventional methods in reconstruction of multi-font and multi-size images. Moreover, it improved recognition performance from 88.58% to 93.54%, which confirms the practical effect of the proposed method on recognition performance.

A STUDY ON MENTAL HEALTH STATE OF HIGH SCHOOL STUDENTS (고등학생의 정신건강 상태에 관한 연구 -SCL-90을 이용, 서울시 인문계 1 . 3학년을 중심으로-)

  • 김은주
    • Korean Journal of Health Education and Promotion
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    • v.5 no.2
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    • pp.110-141
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    • 1988
  • This study was conducted to find out the mental health state of high school students. First-year students and third-year students af liberal high schools is Seoul were subject to this study. Questionnaire of Symptom Checklist-90 and various factors was adopted for the survey. A total of 916 questionnaires was sellected for the analysis, and the results are obtained as follows; 1) The characteristics in responses to mental health scale showed that obsessive-compulsive scale score was the highest, followed by interpersonal-sensitivity, depression, hostility, and anxiety. The subject group of the students showed higher scores in nine symptom dimensions except somatization than other normal group. 2) Girl-students showed higher scores than boy-students in somatization, depression, and anxiety, whereas the opposite was true in hostility. 3) Third-year students got high scores, in somatization, anxiety and Depression. 4) Parental marriage state of the repondents showed significant differences in nine symptom dimensions of mental health. Scores of the students with parents was the lowest, followed by those of students with only mother, only father and the rest(no parents, divorced, sepaerated, step-parent) in increasing order. 5) Smoking students showed high score in obsessive-compulsive, depression, hostility, paranoid ideation, and psychoticism. Especially in hostility, they got much higher score. 6) Students with poor record at school got higher scores in every symptom dimension than those with good record at school, especially in obsessive-compulsive and depression scale. 7) Parents' attitude toward student showed significant effect on every scale. Students under over-expectation or indifference from parents were in bad mental health state. 8) Students who have advisor proved to be in better mental health state than those who never consult their personal problems with others. 9) He who has family history got higher scores in some scales. 10) Respondents who looked upon what they have learned in high school as being rather an obstacle to sound social life got high scores in all the symptom dimensions and next came those of the students who answered that there were a lot of unnecessary things in their learning. 11) Those for whom it would not quite necessary to enter college if there were little formal schooling discrimination in society got high scores in obsessive-compulsive, interpersonal sensitivity, depression, hostility, and in psychoticism, especially higher in obsessive-compulsive scale. 12) Mental health state of the students who are influenced by the social surroundings, mass media, and the home environments showed high score in 8 symptom dimensions. 13) Abnormal response frequency of this sample is as follows; 24.0% of boys, 23.8% of girls, 22.5% of the first-year students, and 26.9% of the third-year students. There were significant difference among the grades. 14) The factors of distinctive correlation between the dimensions of SCL-90 and 16 factors were the father's negative attitude and depression, negative responses on teaching contents and anxiety, and smoking and hostility. In conclusion, mental health state of liberal highschool students on the whole showed worse than other normal groups. It had close terms with relation with their parents, schoolwork, smoking, teaching contents, the social surrounding, mass media, and the home environments. Thus I believe there need not only mental health education of students, training of teachers, counceling of parents, but also changes in teaching contents, and the improvement of educational system and the social surroundings under the national support.

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Factors Affecting Mental Health and Behavioral Problems in High School Students: Based on a Social Cognitive Career Theory (고등학생의 정신건강 및 문제행동에 영향을 미치는 요인: 사회인지진로이론에 근거하여)

  • Son, Hae Kyoung;Lee, Hyejung;Kim, Miyoung
    • Child Health Nursing Research
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    • v.20 no.4
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    • pp.314-321
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    • 2014
  • Purpose: This study was conducted to identify factors affecting mental health and behavioral problems among high school students through the lens of a Social Cognitive Career Theory. Methods: A descriptive study was carried out with 384 high school students in Seoul, Korea. A self-administrative questionnaire was used. It consisted of items on person background variables, career-related variables including career barriers, learning experiences, self-efficacy, outcome expectations, and career indecision, and mental health and behavioral problems. Descriptive statistics, correlation analysis and multiple regression analysis were performed using the SPSS 21.0 program. Results: The results showed that perceived stress (t=5.12, p<.001), perceived health status (t=-4.08, p=.002), and school record (t=5.46, p<.001) were statistically significant variables. Also, career barriers (t=10.57, p<.001) was a significant factor influencing mental health and behavioral problems. Conclusion: These findings indicate that among career-related variables, career barrier needs to be considered for preventive and therapeutic approach to mental health and behavioral problems in adolescents. Furthermore, the results suggest that career-related stress level should be assessed in high school students on a regular basis.

A Normalization Method to Utilize Brain Waves as Brain Computer Interface Game Control (뇌파를 BCI 게임 제어에 활용하기 위한 정규화 방법)

  • Sung, Yun-Sick;Cho, Kyung-Eun;Um, Ky-Hyun
    • Journal of Korea Game Society
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    • v.10 no.6
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    • pp.115-124
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    • 2010
  • In the beginning brain waves were used for monkeys to control robot arm with neural activity. In recent years there are research that measured brain waves are used for the control of programs which monitor the progression of dementia or enhance of attention in children diagnosed with Attention Deficit Hyperactivity Disorder (ADHD). Moreover, low-price devices that can be used as a game control interface have become available. One of the problems associated with control using brain waves is that the mean amplitude, mean wavelength, and mean vibrational frequency of the brain waves differ from individual to individual. This paper attempts to propose a method to normalize measured brain waves using normal distribution and calculate the waveforms that can be used in controlling games. For this, a framework in which brain waves are converted in seven stages has been suggested. In addition, the estimation process in each stage has been described. In an experiment the waveforms of two subjects have been compared using the proposed method in the BCI English word learning program. The level of similarity between two subjects' waveforms has been compared with correlation coefficient. When the proposed method was applied, both meditation and concentration increased by 13% and 8%, respectively. Because the proposed regularization method is converted into a waveform fit for control functions by reducing personal characteristics reflected in the brain waves, it is fitting for application programs such as games.

A Study on Scientific Thinking of Korean High School Students-With Reference to Logical Thinking and Reasoning Power- (고교생의 과학적 사고력에 관한 연구-논리적 사고와 추리력을 중심으로-)

  • Hwang, Keung-Yeon;Park, In-Keun;Kim, Tai-Sung
    • Journal of The Korean Association For Science Education
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    • v.9 no.1
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    • pp.19-37
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    • 1989
  • The purpose of this study was to investigate the development of logical thinking and scientific reasoning pattern of Korean high school students. To carry out this study subjects were selected about 2,000 Junior high school students, and about 4,100 senior high school students throughout the nation. They were identified as concrete, transitional or formal operational stage with the use of TOLT(the Test of Logical Thinking) by Tobin and Capie(1980), and TOSR(the Test of Scientific Reasoning) by W.A Farmer(1986). This study turned out that more than 76% of Junior high school students were classified as the concrete operational stage and about 44% of senior high school students were classified as the formal operational stage, while about 26% of them were still in the concrete operational level. This study showed that the main factor of the intellectual development of students is learning by the gradual advancement of their grades and especially entrance into the senior high school rather than by the physical growth. This study also showed that there are the take-off stage of the development of logical thinking between fourteen and fifteen years of their ages. Less than 25% of junior high school students were in the formal operational stages which are capable of control of variables, probabilistic, correlation and combinational logic in problem-solving situation, while 33-54% of senior high school students were in the formal operational levels. 38% of junior high school students were in the formal operational stage which is capable of proportional logic, while about 55% of senior high school students were in the formal operational stage. Less than 20% of senior high school students were classified as group of highly capable of scientific reasoning, while more than 23% of them were classified as group of poor capability. It also turned out that there are differences or no differences between male and female students of each school in problem-solving situation regarding each logic approach. These differences were proved to be fluctuating depending on the situations and their grades. The other results of this study is similar to those of other researches such as Tomlinson-Keasey 1972, Coleman 1973, Lawson 1973, Lawson and Renner 1974, Neimark 1975, Han 1982, and Kim 1989.

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The Types of Secondary School Students' Preconceptions on the Motion of the Earth and the Moon (계통도를 이용한 중.고등학생의 지구와 달의 운동에 관한 개념 유형 연구)

  • Woo, Jong-Ok;Lee, Hang-Ro;Min, Jun-Gyu
    • Journal of The Korean Association For Science Education
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    • v.15 no.4
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    • pp.379-393
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    • 1995
  • In spite of school science learning, the students' conceptions have not been changed easily. Therefore, to make students overcome their non scientific conceptions has been an important issue in science education. The purpose of this study was to identify the conceptions of students and teachers on the motion of the earth and the moon. The instrument was developed for estimating students' understandings of the concepts related to the motion of the earth and the moon. The validity of the instrument was examined by the specialists in Science Educator and Astronomer. At the same time, the two field trials had been executed, and the items were modified. Also, it consists of 12 items including 9 two-tier multiple choice items and 3 multiple choice items. The population of this study consists of 250 eighth-, 299 tenth-, 292 eleventh-grade students, 134 science teachers in secondary school. SPSS/PC+ was adopted for the statistical analysis. The type of misconceptions possessed students were as follows: 1) At 12:00 noon, the sun is directly overhead. 2) First quarter moon is a half of overall surface of the moon. 3) Air don't rotate with the earth surface because it keeps apart from the earth surface. 4) Summer is warmer than winter, because the earth is nearer from the sun in summer. 5) Whenever season is changed, the direction of rotation axis of the earth is changed. 6) The moon is the brightest at the position of new moon, because the distance between the moon and the sun is the shortest and the moon is received strongest sunlight. 7) The moon is not seen at the position of real full moon, because it is covered with shadow of the earth. 8) When the moon is not seen in the earth, sunlight is not reached at the moon. The major findings were as follows : 1) The middle school students had more misconceptions than those of high school students. And female students had more misconceptions than those of male ones. 2) The rate of correct answer and the type of conception in the tenth grade students were very similar with eleventh grade students. 3) The higher cognitive level, the better development of scientific conception and the less misconception. Also, the correlation coefficient between scientific conception score and GALT score was 0.57. 4) The students in scientific part had higher the rate of correct answer than those of students in human part and the former had less misconception than the latter. 5) The rate of correct answer about model and figure items was lower than descriptive ones, because they did not understand about figures itselves. These types of misconceptions will be used for science instruction and studies of other conceptions need.

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Analysis of the Characteristics of Middle School Students' Science Academic Achievement Based on the Results of NAEA in the 2009 Revised Curriculum (학업성취도 평가 결과에 기초한 2009 개정 교육과정 시기의 중학생의 과학 학업성취 특성 분석)

  • Lee, Jaebong;Ku, Jaok
    • Journal of The Korean Association For Science Education
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    • v.40 no.4
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    • pp.429-436
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    • 2020
  • In this study, we examined students' science academic achievement through an analysis of the national assessment of educational achievement(NAEA) from 2015 to 2018 when the 2009 revised curriculum was applied. This study analyzed achievement average scores by gender and region and also analyzed the trend of the rate of achievement level in order to understand the characteristics of students' academic achievement. In addition, we analyzed the characteristics of the affective aspect using a survey of students' attitudes (confidence, interest, value, and willingness to learn) toward science. The main findings are as follows; First, the average science score shows a tendency to decrease year by year at the middle school level. Second, when analyzed by achievement level, the decline in the advanced group was large, and the rate of the below basic group increased. Third, comparisons of the average achievement scores by gender, female students' scores were generally high and the difference in achievement scores between male and female students tended to increase. Fourth, a characteristic gap was found between regional scales that increased in the advanced group. The results of a questionnaire on students' attitudes show that the four constructs of the students' attitudes had a significant correlation with the average achievement scores. In addition, the mean and positive response rates on the confidence, interest, and value of science in the above proficiency group increased but decreased in the below basic group. These results can be used as basic data for revising the curriculum, improving teaching and learning, and establishing educational policies.

Effects of the After School Sports Club Activity on the School Life Satisfaction in the Middle School Students (중학생의 방과 후 스포츠클럽활동 참가가 학교생활만족에 미치는 영향)

  • Hwang, Sun-Hwan;Kim, Hong-Seol
    • The Journal of the Korea Contents Association
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    • v.12 no.12
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    • pp.771-778
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    • 2012
  • The purpose of the study was to investigate the effects of the after school sports club activity on the school life satisfaction in the middle school students. A total of 640 middle school students in D city at september, 2012 were selected using the stratified cluster random sampling method. The survey instrument was utilized for the current study. Independent variables included participation or non-participation and the level of participation(frequency, duration, intensity), and dependent variables contained the school life satisfaction(classmate, teacher, learning activity, school event, and following rules). After the pilot test, the frequency analysis, exploratory factor analysis, reliability analysis, t-test, correlation analysis, and regression analysis were conducted with the SPSS 18.0 program. Main findings were as followed: First, the school life satisfaction of the middle school students participating in the after school sports club activity was higher than it of non-participants. Second, the level of participation in the after school sports clubs activity had an influence on the school life satisfaction. In detail, satisfaction with the school life of students who frequently, long, and intensively participated in the after school sports club activity was higher.