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A Deep Learning Method for Brain Tumor Classification Based on Image Gradient

  • Long, Hoang;Lee, Suk-Hwan;Kwon, Seong-Geun;Kwon, Ki-Ryong
    • 한국멀티미디어학회논문지
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    • 제25권8호
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    • pp.1233-1241
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    • 2022
  • Tumors of the brain are the deadliest, with a life expectancy of only a few years for those with the most advanced forms. Diagnosing a brain tumor is critical to developing a treatment plan to help patients with the disease live longer. A misdiagnosis of brain tumors will lead to incorrect medical treatment, decreasing a patient's chance of survival. Radiologists classify brain tumors via biopsy, which takes a long time. As a result, the doctor will need an automatic classification system to identify brain tumors. Image classification is one application of the deep learning method in computer vision. One of the deep learning's most powerful algorithms is the convolutional neural network (CNN). This paper will introduce a novel deep learning structure and image gradient to classify brain tumors. Meningioma, glioma, and pituitary tumors are the three most popular forms of brain cancer represented in the Figshare dataset, which contains 3,064 T1-weighted brain images from 233 patients. According to the numerical results, our method is more accurate than other approaches.

여성의 피부건강행위에 대한 인식도와 실천도의 상관관계분석 (Correlation of Practice and Cognition for Women's Skin Care Behavior)

  • 최은영;오현주;백승화
    • 대한예방한의학회지
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    • 제4권2호
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    • pp.273-284
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    • 2000
  • The objective of this study consists on clarifying what factors are influenced upon skin care behavior using fender's Health Promotion Model, widely used to anticipate practices of health care behavior for women with keen interest in skin care and then manifesting their correlations from July 1 to August 22, 1998, on 159 women interested in skin care. A subvariable included practice of skin care behavior and independent variables include general characteristics, health fitness, the level of agreement with the advantages of the perceived skin care behavior, the level of cognition of the necessity for skin care behavior The data collected processed with ANOVA and multiple regression analysis to clarify what factors among other independent variables have the most powerful effects upon skin care. The resultant findings were revealed, as follows : 1. In health care behavior among skin care behavior,'full ingestion of water' represented the highest value by 3.45 points, 2. The testees of this study had for the most part a higher level of cognition for the necessity for skin care behavior than for practice of skin care behavior. The more points they have for cognition of the necessity for skin care behavior, the more points they present for practice of skin care behavior. 3. From the perspective of the relationship between sociometic factors on the testees and their skin care behavior, the higher level married women were on (p<0.05) and the more points they have for economic status, the higher points were reflected . 4. The correlations between the testees' recognition or perception factors and points for practice of skin health state showed the higher points than the group who thought that they did not know their own skin health state (p<0.05). The higher the points of skin care fitness (p<0.0001), the higher the points of self-awareness (p<0.0001) 5. The factors that had the most powerful influence upon cognition and practice of women's skin care behavior were found, with statistical significance, to be adjustable factors such as age, smoking, drinking habit, economic status, etc. and points of cognition of the necessity for skin care behavior.

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이차함수와 타원의 문제해결 지도를 위한 멀티미디어 학습자료 개발 (Development of Instructional Models for Problem Solving in Quadratic Functions and Ellipses)

  • 김인수;고상숙;박승재;김영진
    • 대한수학교육학회지:수학교육학연구
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    • 제8권1호
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    • pp.59-71
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    • 1998
  • Recently, most classrooms in Korea are fully equipped with multimedia environments such as a powerful pentium pc, a 43″large sized TV, and so on through the third renovation of classroom environments. However, there is not much software teachers can use directly in their teaching. Even with existing software such as GSP, and Mathematica, it turns out that it doesn####t fit well in a large number of students in classrooms and with all written in English. The study is to analyze the characteristics of problem-solving process and to develop a computer program which integrates the instruction of problem solving into a regular math program in areas of quadratic functions and ellipses. Problem Solving in this study included two sessions: 1) Learning of basic facts, concepts, and principles; 2) problem solving with problem contexts. In the former, the program was constructed based on the definitions of concepts so that students can explore, conjecture, and discover such mathematical ideas as basic facts, concepts, and principles. In the latter, the Polya#s 4 phases of problem-solving process contributed to designing of the program. In understanding of a problem, the program enhanced students#### understanding with multiple, dynamic representations of the problem using visualization. The strategies used in making a plan were collecting data, using pictures, inductive, and deductive reasoning, and creative reasoning to develop abstract thinking. In carrying out the plan, students can solve the problem according to their strategies they planned in the previous phase. In looking back, the program is very useful to provide students an opportunity to reflect problem-solving process, generalize their solution and create a new in-depth problem. This program was well matched with the dynamic and oscillation Polya#s problem-solving process. Moreover, students can facilitate their motivation to solve a problem with dynamic, multiple representations of the problem and become a powerful problem solve with confidence within an interactive computer environment. As a follow-up study, it is recommended to research the effect of the program in classrooms.

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21세기 패션아이콘의 패션 스타일과 감성적 융합작용 (Fashion Style and Sensibility Fusion Effect of Fashion Icons in the 21th Century)

  • 박송애
    • 한국의상디자인학회지
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    • 제15권3호
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    • pp.109-118
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    • 2013
  • Fashion icons of 21st century are not only the fashion leaders that show fashion trend but also the typical fashion signs or symbols that show visually changes in sensibility trends. The purpose of this study was to analyze the framework of 21st century fashion by the public to recognize through these changes. In this study, the background of the occurrence of various 21st century fashion icons and their characteristics were investigated and the changes of revealed features and symbolic meanings were examined compared with them of 20th century. The 24 celebrities which have been called as the bests of fashion icons since year 2000 were selected by searching the most popular search engines such as daum, yahoo and google, and 13 of them were picked as the highest in preference and awareness by surveying 50 students majoring in fashion. And then their fashion styles, backgrounds, and influence on the public fashion were studied. As a result, the 21st century fashion icons reflecting the cultural characteristics such as convergence and exaggeration and the sensitivities of fusion, collaboration, hybrid sensibility in art were powerful enough to create innovative styles destroying the era and the standard. Their styles have constantly created new looks. The exposed new individual sensitivities on media-fusion of two or more sensibility and coordination techniques without being tied to the existing anchorage system-were as influential as high fashion and leaded the imitation and reproduction by dazzling the public. As the media become more powerful, the influence of fashion icons interacted more closely with the public and has been evolved through the sensitivity of the reversal, cultural, economic, visual, or temporal fusions. To sum up, it is shown that the outstanding fashion styles suggested by the leading fashion designers have approach to the public more closely by the fashion icons.

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한 종합병원 구성원의 경영목표 지향성의 구조적 모형과 선호 경영성과지표 (A Structural Model of Management Goal Orientations and Preferred Goal Achievement Index in one Hospital Employees)

  • 박재성
    • 보건행정학회지
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    • 제17권1호
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    • pp.50-74
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    • 2007
  • The purpose of this study was to identify a determent of mastery approach goal and performance approach goal using a basic concept of goal orientations and goal setting theory, and to evaluate a preference of goal achievement index as a balance score card (BSC). The study model proposed had a adoptable level of goodness of fit index(.94) and root mean square residual(.08). The meditating variable, goal contribution, totally mediated the impact of goal commitment, Y-theory human behavior, and self-efficacy but organizational resource contribution for pursuing goal orientation. Moreover, goal contribution significantly determined mastery approach goal(p<.01) and performance approach goal(.05). In standardized effects, the most powerful antecedent of mastery approach goal and performance approach goal were in order of organizational resource contribution(.27/.28), goal contribution(.21/.17), self-efficacy(.07/.06), and Y -theory human behavior and goal commitment(.05/.05), respectively. Moreover, goal contribution had a more powerful impact on mastery approach goal(.21) rather than performance approach goal(.17). In the preference of BSC, all job types preferred learning and growth index in first. In the second preference, medical doctors and pharmacists chose financial results, nurses customer service, and office managers internal processes. Each job type reflected its' own preferred BSC index to that of the other job types. In comparing a preference of four BSC index of each own job type, it was statistically different at p<.001. In conclusion, one who emphasize organizational goal contribution in pursuing goal orientation has a more strong orientation toward mastery approach goal rather than performance approach goal. A hospital should overcome and harmonize the different preferences of four BSC index since the differences might cause organizational conflicts among job types with having each unique professional norm.

건강통제위 개념의 국내 간호연구 분석 (Health Locus of control : A Review of the Nursing Research in Korea)

  • 이은희;임숙빈;김인자;이은옥
    • 대한간호학회지
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    • 제23권4호
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    • pp.694-712
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    • 1993
  • A number of nursing researchers have used the concept of health locus of control over the past decade in Korea. This article reviewed 92 nursing research papers on health locus of control conducted since 1982, and examined type of subjects, design, measurement instruments, the scores of each dimension of the HLOC, and significant variables. Most of the research were correlational in design, used an 18-item 6-point score instrument and studied the relationship between HLOC, health re-lated variables, and cognitive-emotional variables, The health related variables included health behavior, health management, preventive health behavior, compliance to treatment regimen and self care behavior The cognitive-emotional variables included depression, anxiety, stress and self- esteem. Some consistent findings are beginning to emerge. The concept of internal HLOC was positively correlated with the health related variables. But few studies found any significant correlation between powerful others HLOC and health related variables. In the case of chance HLOC, few studies reported a significant relationship. Many of the articles reported significant relationships between internal HLOC and cognitive-emotional variables, but few reported a significant relationship between powerful others or chance HLOC and cognitive -emotional variables. all experimental studies but one found that only internal HLOC was significantly changed following experimental manipulation. When the different groups of subjects such as normal persons, chronic patients, acute patients were compared in terms of mean scores, it was found that the HLOC appeared to change depending on the status of the patients. Recommendations for future research include modification of the instrument to increase the reliability and validity, study about the pattern of response suggested by Wallston and Wallston(1982) and further experimental study on changing the belief of subjects to internal HLOC.

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의료소비자들의 의료기관 종별 정보탐색 행태에 관한 연구 (Information Searching Behavior of Health Care Consumers by Types of Medical Institutions)

  • 이선희;조우현;채유미
    • 한국병원경영학회지
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    • 제8권1호
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    • pp.95-111
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    • 2003
  • The purpose of this study was to evaluate the information searching behavior of consumer by type of medical institution. A questionnaire survey was conducted of 1,507 persons who were selected through a multi-stage stratified area cluster sampling in nationwide level, excluding Jeju-Do. Personal survey was conducted through door-to door survey from 27 July to 10 August 1999. The main results of this research was as following; 1. The proportion of information searching of respondents ranged from 91.5-95.2%. Even though the proportion of user in university hospital was slightly high, there was not significant statistically by type of medical institution. In terms of information source, personal informer was most common information source in all type of medical institution. Public informers were more frequently used in university hospital visitors and professional informer in general and university hospital visitors. 2. Comparing to searching intensity, user informer and professional informer's influences were more powerful, but not statistically significant. In analysis of unit influence for information source, written informer or public informer was more powerful in clinic visitor, professional informer and written informer in university hospital visitor. 3. Information which consumer want to know mostly were about on special potential and career of physician. The clinic visitor wanted to know about institutional location and kindness of medical personnel. The university hospital visitor also wanted to know about facilities and convenience of process. Comparing to institution selection criteria of consumers at 1991, quality related criteria were recognized more importantly in outpatient and dental services. But in case of inpatient services, convenience factor was recognized more importantly. In conclusion, the effort for specific marketing plan by type of medical institution should be needed. And more concern on information searching behavior of consumer will be needed.

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항충치효과를 가진 식물 소재 탐색 (Anticariogenic Activities of Various Plant Extracts)

  • 최인욱;정창화;박용곤
    • 한국식품과학회지
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    • 제35권6호
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    • pp.1221-1225
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    • 2003
  • 충치발생 원인균인 Streptococcus mutans에 대한 각종 천연물질의 항균효과와 GTase 저해활성을 조사한 결과, 미숙사과, 황련, 우롱차, 감초 등에서 항충치 효과를 나타내었으며, 그 중에서 감초를 열수추출한 다음 생성된 박을 75% 에탄올로 추출하여 얻어진 감초박 추출물이 가장 탁월한 생육저해 효과가 관찰되었다. 또한 이들 소재를 중심으로 충치균이 불용성 glucan을 생산하는 GTase 활성 저하에 미치는 영향을 살펴본 결과, 녹차, 오배자, 미숙사과 polyphenol 추출물 및 감초박 추출물이 GTase의 활성을 저해시키는 효과를 보였으며 특히 항충치 효과에서와 같이 감초박을 75% 에탄올로 추출한 감초박 추출물이 가장 뛰어난 GTase 활성억제 효과를 나타내었다. 감초박을 75% 이상의 에탄올로 추출한 추출물보다 chloroform으로 추출한 추출물에서 더욱 탁월한 항충치균 효과가 관찰되었다. 감초박을 75% 에탄올로 추출한 후, 각종 유기용매로 2차 분획하였을 때, chloroform으로 추출한 분획에서 가장 강한 항충치균 활성이 나타났다. 얻어진 추출물을 silicagel column상에서 4개의 분획으로 재차 분리하였고, 첫번째 분획에서 가장 강한 항충치균 활성을 나타내는 분획을 얻었으며, 이들 분획을 HPLC로 분석했을 때 항충치균에 대한 활성은 주로 소수성이 강한 물질에 의한 것이라고 추정되어졌다.

전북지역 농.어.산촌 주부의 가정생활요구도에 따른 가정생활복지지표 설정에 관한 연구 (The Suggested Family Welfare Index related to Need of the living among Rural homemakers in Chunlabuk-to)

  • 채옥희
    • 대한가정학회지
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    • 제30권3호
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    • pp.205-222
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    • 1992
  • The purpose of this research is to study the need for living and the relationship between the need and the perceived family well-being among families in rural areas and to suggest the index of the family well-being for them. One hundred fifty homemakers in the six rural areas in Chunlabuk-do were sampled for this research and all of them were aged under 60. Data were statistically analized by using statistical softwere package 'Statgraphics' and null jhyposeses were statistically tested at p<.10. From the results of this study, rural homemakers reported, generally, higher levels of the need for the various aspects of family living compared to those of the perceived levels of the family well-being. The need, the satisfaction and the dissatisfaction levels of the various aspects of family oiving were affected more frequently by living area, average monthly income, and the period of living whitin the same area. The satisfaction with the family well-being and living in rural area were affected more powerfully by subvariables related to the family financial living than by any other variables. The need for economic environment, the satisfaction with perceived level of assets, and income were major representative variables for the family finances. In case of the family interpersonal living, the need and the satisfaction with relationship between spouses and the family structure were more powerful varibales than any other variables. The relationship betweenparents and children was more powerful variable for the perceived family well-being than any other variables related to the family interpersonal living. Sampled homemakers thought that the satisfaction with relationship between spouses was the most important in family interpersonal living. The needs for household equipment and living conditions was positively influenced on the need of household work and the satisfaction with those was negatively influnced on satisfaction with present household work.

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개체병렬결합 그리고 노화 연구 (Parabiosis and Aging Researches)

  • 정경태
    • 생명과학회지
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    • 제27권12호
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    • pp.1515-1522
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    • 2017
  • 대부분의 사람은 오래 살기를 원한다. 고대 중국과 한국의 신화에 동방삭이라는 인물이 일만 팔천 년을 살았다고 전해진다. 현실 세계에서는 WHO의 보고에 따르면 사람의 평균수명이 1960년대에 50세에서 2016년에는 75-85세로 25~35세가 늘었다. 두 마리의 실험 동물을 외과적 수술을 통해 병렬로 결합하여 두 동물의 순환계(혈액)이 서로 연결되게 하는 개체병렬결합(parabiosis) 실험모델이 1860년도에 개발된 이래 이 방법은 in vivo에서 한 개체가 다른 개체에게 어떤 영향을 미칠 수 있는가에 대한 연구를 위한 강력한 실험 모델이 되어 왔다. 여러 가지 실험조건의 연구 중에서도 개체병렬결합모델은 노화의 진행을 역행하는 현상을 조사하는 연구에서 필수적인 모델이 되고 있다. 본 총설에서는 개체병렬결합모델의 탄생과 이로 인한 중요한 발견을 시간대에 따라 소개하며, 아직은 확정적이지는 않지만 젊은 쥐와 늙은 쥐의 순환계를 연결시킨 이 모델을 사용하여 노화의 진행을 역행시킬 수 있는 "젊음의 인자"인 growth differentiation factor 11 (GDF11)을 발견한 연구 결과에 대해 서술하고자 한다. 지금까지 밝혀지고 있는 여러 조건에서의 연구결과가 증명하였듯이 개체병렬결합모델은 향후 다양한 생리적 현상을 규명하는데 더욱 중요한 실험모델이 될 것으로 예상된다.