• Title/Summary/Keyword: Exercise recognition

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Recognition of Indoor and Outdoor Exercising Activities using Smartphone Sensors and Machine Learning (스마트폰 센서와 기계학습을 이용한 실내외 운동 활동의 인식)

  • Kim, Jaekyung;Ju, YeonHo
    • Journal of Creative Information Culture
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    • v.7 no.4
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    • pp.235-242
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    • 2021
  • Recently, many human activity recognition(HAR) researches using smartphone sensor data have been studied. HAR can be utilized in various fields, such as life pattern analysis, exercise measurement, and dangerous situation detection. However researches have been focused on recognition of basic human behaviors or efficient battery use. In this paper, exercising activities performed indoors and outdoors were defined and recognized. Data collection and pre-processing is performed to recognize the defined activities by SVM, random forest and gradient boosting model. In addition, the recognition result is determined based on voting class approach for accuracy and stable performance. As a result, the proposed activities were recognized with high accuracy and in particular, similar types of indoor and outdoor exercising activities were correctly classified.

A Study on Recognition Degree of horse therapy for Autistic Disorder's parents (승마재활 치료에 대한 자폐성 장애 아동 부모의 인식도 조사)

  • Rhee, G.M.;Kim, S.Y.;Kwon, S.N.
    • Journal of rehabilitation welfare engineering & assistive technology
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    • v.6 no.1
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    • pp.75-81
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    • 2012
  • This study in the treatment of autistic horse therapy of children with disabilities that affect the perception of parents is to some extent how well treatment for a sense of purpose and a horse therapy was to evaluate the expectations. As parents of autistic children with disabilities a questionnaire study of 100 people was used as a research tool. Analysis of the frequency analysis method, Chi-square Analysis were analyzed by taking advantage of each. Parents interested in horse therapy and children who do not have the experience of riding. In addition, Parents who have children age 10-20 riding in the response was that there would be effects Understanding mainly ride horses in the horse therapy is physical exercise. And therapy and exercise that combines specific area of expertise, as is the way to help. In addition, behavior modification, and it is used as a way to improve. Expectations in the therapeutic horse therapy should be major(occupational therapy, physical therapy, speech therapy). Horse therapy is suitable for individual therapy at least for 2-3 weeks and the Confederacy.

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A Survey on Korean Medicine Doctors' Recognition and Treatment for Developing Korean Medicine Clinical Practice Guideline of Coldness of Hands and Feet (한의표준임상진료지침 개발을 위한 수족냉증에 대한 한의사의 인식과 치료현황)

  • Lee, Dong-Nyung;Kim, Hyung-Jun;Yu, Jun-Sang
    • The Journal of Korean Obstetrics and Gynecology
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    • v.30 no.3
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    • pp.92-116
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    • 2017
  • Objectives: The purpose of this study were to researched a Korean medicine doctors' recognition about coldness of hands and feet, and developing of korean medicine clinical practice guidelines (CPG) for coldness of hands and feet. Methods: We conducted a questionnaire survey targeting 399 Korean medicine doctors belonging to the Association of Korean Medicine by e-mail and analyzed the answers. Results: 1. 86.86% of the respondents agreed about the necessity of CPG for coldness of hands and feet. 2. 84.2% of respondents wanted coding of Korean Standard Classification of Diseases (KCD) on coldness of hands and feet. 3. To diagnosis a coldness of hands and feet, the respondents used a Subjective symptoms (98.5%), Infrared thermographic imaging device (DITI) (26.32%) Heart rate variablity test (HRV) (17.04%), Thermometer (9.77%), Cold stress test (2.76%) 4. Causing of coldness of hands and feet, the respondents considered a constitution or heredity (84.71%), stress (73.66%), lack of exercise (64.91%), irregular eating habits (51.63%), Cold meals (32.83%), depression (31.33%), etc. 5. Treating coldness of hands and feet, the respondents used a herbal medicine (66.85%), acupuncture (70.7%) Pharmacopuncture (23.85%) and moxibustion (60.08%) for $10.91{\pm}8.03week$. Conclusions: We researched a Korean Medicine doctors' recognition of CPG, clinical diagnosis, treatment on a coldness of hands and feet, and policy they required.

A Study on the Practical Methodology of Engineering Education through the Making of Smart Mirror (스마트 거울의 제작을 통해 이루어진 공학 교육 실천 방법론에 관한 연구)

  • Seo, Myeong-Deok;Kwon, Ji-Young;Chang, Eun-Young
    • Journal of Practical Engineering Education
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    • v.10 no.1
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    • pp.9-15
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    • 2018
  • A digital signage is constructed using a speech recognition based API, and VRSM (Voice Recognition Smart Mirror) that obtains information such as weather, map, exercise information, schedule, and image by user's voice command so as to be different from other commercialized products is proposed. This course provides an effective method of engineering education through the process of being evaluated as the result of independent graduation certification system, and also it had been the opportunity to design and produce works for 3 semesters by 2 students one group in the majors. Through the comprehensive capstone design, it has experienced engineering approach and creative thinking opportunity. We have won the best academic prize by participating in the academic conferences of the institute about the interim result, and obtained the results of the prize contest in other academic conferences. The improvement in practical skills obtained through this process proved to be beneficial for self-confidence and job-seeking opportunities through actual employment.

Active Spinning Training System using Complex Physiological Signals (복합 생체신호를 이용한 능동형 스피닝 트레이닝 시스템)

  • Kim, Cheol-Min;Kang, Gyeong-Heon;Kim, Eun-Seok
    • The Journal of the Korea Contents Association
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    • v.15 no.7
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    • pp.591-600
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    • 2015
  • Recently high interest in health and fitness has led to vibrant researches for the active fitness system to learn and enjoy the exercise program for oneself. In this paper, we design and implement the active spinning training system which enables user to have self-learning and experience of customized spinning training program by the biometric and movement information acquired from user's physiological signals. The proposed system provides the appropriate difficulty of spinning program which reflects the concordance rate of spinning dance gestures and the amount of exercising by analyzing the physical status of participant from his brain and pulse waves and recognizing the skeletal movement in real time. For the higher exercise effect, the system offers a virtual personal trainer to show the correct poses and controls the level of difficulty depending on the concordance rate of participant's motions. The experiment with various participants through the proposed system shows that it is able to help users in getting the available exercise effect in comparatively short time.

Study on Body Awareness, and Health Status according to Body Mass Index of College Women in Seoul Area (서울지역 여자 대학생의 체질량지수에 따른 체형인식과 건강상태에 관한 연구)

  • Shin, Kyung-Ok;Choi, Kyung-Soon;Han, Kyoung-Sik;Choi, Min-Seok
    • Journal of the East Asian Society of Dietary Life
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    • v.25 no.1
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    • pp.49-63
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    • 2015
  • The purpose of this study was to investigate body recognition, eating patterns, and health status of female college students in Seoul according to body mass index. In this study, we classified subjects as underweight, normal weight, and obese according to BMI. The mean age of subjects was $20.69{\pm}1.72$ years. Average height, weight or BMI of subjects were $161.49{\pm}5.39cm$, $52.17{\pm}6.53kg$ and $20.01{\pm}2.35kg/m^2$, respectively. Body satisfaction rate was 11.5% for 'Yes', whereas body dissatisfaction rate was 88.5% (p<0.05). Body dissatisfaction rates for the 'overweight', 'body dissatisfaction' and 'underweight' groups were 54.7%, 37.5% and 3.1%, respectively. The most common reason for controlling weight was 52.8% for 'to look pretty', whereas 'stress' at 45.5% was the most common in the obese group. 'Exercise + diet therapy' was used by 48.7%, followed by 'hungry' (23.9%), 'exercise' (17.3%) and 'intermittent diet' (6.1%). 'Regular exercise' 35.3%, 'A good rest & sleep' 32.4% and 'Regular meals & taking nutrition' 26.6% were significantly important (p<0.05). Overeating was lower among obese subjects, whereas consumption of fried foods and high-fat meats was higher (p<0.05). These results suggest the need for proper nutrition education for college students.

Effect of Social-Economic Factors and Related factors of Health and Life-Style on Health Foods Intakes among the Middle Aged in the Jeonbuk Region (전북 일부지역 중년의 사회 경제적 요인, 건강 및 생활 관련인자가 건강식품 섭취에 미치는 영향)

  • 장혜순;김미라
    • Korean Journal of Community Nutrition
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    • v.6 no.4
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    • pp.617-627
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    • 2001
  • This study examined health foods intakes and related variables among the middle aged(150 men and 159 women) in the Jeonbuk region. Health foods were classified into 4 groups including Chinese medicine(CM), toner foods(TF), vitamin or mineral supplements(VMS), and other manufactured health food supplements(MHFS). The number of people taking health foods were higher for those in their 50's than in their 40's. The consumption rate of TF in men was the highest among health foods, this result had significance. The reasons for taking health foods were recovery from fatigue, supplement of nutrients and making smooth body activity in general, but TF was used to increase of vigor. The consumption rate of health foods was a little different according to social-economic factors, namely, the consumption rate of CM was higher in people in rural than urban areas, those who graduated from middle school than university, blue color & self-employed as opposed to housewives and service workers, low level income than high level income, and Buddhism and no religion than Christian. The consumption rate had a correlation with the habits of smoking, alcohol drinking and exercise ; namely, the consumption rate of CM was higher than VMS and MHFS on smokers and alcohol drinkers. The more the frequency of exercise, the higher the consumption rate of TF, but the duration of the exercise was not correlated. This study suggests that middle aged people need nutritional education for the right recognition and selection of health foods and to consider the nature of each type of health foods.

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The Relationship between Yangsaeng and General Health Status : Based on 2008-2010 Korean National Health and Nutrition Examination Survey (2008-2010년 국민건강영양조사 자료를 활용한 한의학 양생법과 전반적인 건강수준과의 관계)

  • Cheon, Chun-Hoo;Park, Jeong-Su;Park, Sun-Ju;Nam, Koong-Won;Lee, Je-Yeol;Jo, Jae-Kyung;Shin, Yong-Cheol;Ko, Seong-Gyu
    • Journal of Society of Preventive Korean Medicine
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    • v.16 no.3
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    • pp.119-128
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    • 2012
  • Objective : The aim of this study is to investigate the relationship between Yangsaeng and general health status. Methods : In this study, we used data from the combined 2008-2010 Korean National Health and Nutrition Examination Survey(KNHANES). Mental Yangsaeng was measured by stress recognition and depression. Food Yangsaeng was measured by breakfast skipping and mixed grain diet. Life style Yangsaeng was measured by sleeping time and working pattern. Exercise Yangsaeng was measured by walking and exercise. We defined general health status as EQ-5Dindex, EQ-5Dvas, frequency and day of lying in a sickbed in last one month and activity limitation. Results : Mental Yangsaeng, food Yangsaeng, life style Yangsaeng and exercise Yangsaeng have 8 factors. Most of factors significant correlation with EQ-5Dindex, EQ-5Dvas, frequency and day of lying in a sickbed in last one month and activity limitation. Conclusion : Yangsaeng and general health status have positive correlation.

Comparison of Korean and Japanese Female College Students' Obesity Recognition and Life Style (한·일 여대생들의 비만에 대한 인식 및 생활패턴 비교)

  • Kim, Mi-Ok;Sawano, Kayoko
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.39 no.5
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    • pp.699-708
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    • 2010
  • This study looked into the obesity status, recognition of obesity, attitude towards obesity, eating and exercise habits, and lifestyles of Korean (n=101) and Japanese (n=123) female college students. All students were 21-years-of age, with an average height of 161 cm and the average weight of 54 kg. Korean female students responded that obesity complicated friendships, and hindered study and exercise. Japanese students did not express these opinions. Both Korean and Japanese students tended to over-consume their favorite food. Korean students ate breakfast about 24.8% everyday, while 48% of Japanese students did; both regularly ate dinner. Snack preference was mainly biscuits. The factor most influencing eating habits were TV advertisement for Korean students (57.4%) and parents for Japanese students (47.2%). Once-weekly exercise was done regularly by 34.7% of Korean students but only 20.3% of Japanese students. The main reason for Korean students to exercise was weight reduction (53.5%), while 78.2% did not exercise because it was tiring. Korean and Japanese students had similar life styles, although stress relief in Korean students was sought through conversations with friends and by reading books or listening to music for Japanese students.

The Relationship Between Love and Justice: Hegel's Theory of Recognition (사랑과 정의의 관계: 헤겔의 인정이론)

  • Seo, Yunho
    • Cross-Cultural Studies
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    • v.52
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    • pp.111-132
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    • 2018
  • The way of approaching 'the relationship between love and justice' varies from person to person. We can argue for superiority of love or for superiority of justice by understanding the relationship between the two as conflicting. We can also argue that we need each other by understanding each other as a complementary relationship rather than an oppositional relationship. Hegel, however, sees love and justice as independent constitutive principles valid in different areas and does not regard the two as opposing nor complementary. This can only be understood when the structure of Hegel's theory of recognition is properly assumed. The relationship between love and justice will be considered mainly in Hegel's theory of recognition. Key philosophical points of Hegel's theory of recognition and consequences drawn on the relationship between love and justice on the basis of the theory will be examined. This can be summarized in the form of a thesis, roughly as follows. - Hegel presents love, justice and solidarity, that are various forms of recognition, to a family, a civil society and a state, that are three forms of social relations, as their constitutive principles. He does not grasp the relationship between love and justice as oppositional nor as complementary, that is different from many people's general perspective on the relationship of the two. - In Hegel's theory of recognition, love and justice differ in the areas in which they are valid. Love is a valid principle in the intimacy, and justice is a valid principle in non-intimacy. So, if justice and rights are asserted in intimacy, the area of intimacy is destroyed. Conversely, if love is asserted in non-intimacy, it cannot exercise real influence. - In the political community such as a state, where intimacy and non-intimacy overlap each other, the principle of solidarity is needed as a new constitutive principle, since a state does not stand on the principle of love as in a family nor on the principle of justice as in a civil society.