• Title/Summary/Keyword: Preference Weight

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A study on the Prediction Performance of the Correspondence Mean Algorithm in Collaborative Filtering Recommendation (협업 필터링 추천에서 대응평균 알고리즘의 예측 성능에 관한 연구)

  • Lee, Seok-Jun;Lee, Hee-Choon
    • Information Systems Review
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    • v.9 no.1
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    • pp.85-103
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    • 2007
  • The purpose of this study is to evaluate the performance of collaborative filtering recommender algorithms for better prediction accuracy of the customer's preference. The accuracy of customer's preference prediction is compared through the MAE of neighborhood based collaborative filtering algorithm and correspondence mean algorithm. It is analyzed by using MovieLens 1 Million dataset in order to experiment with the prediction accuracy of the algorithms. For similarity, weight used in both algorithms, commonly, Pearson's correlation coefficient and vector similarity which are used generally were utilized, and as a result of analysis, we show that the accuracy of the customer's preference prediction of correspondence mean algorithm is superior. Pearson's correlation coefficient and vector similarity used in two algorithms are calculated using the preference rating of two customers' co-rated movies, and it shows that similarity weight is overestimated, where the number of co-rated movies is small. Therefore, it is intended to increase the accuracy of customer's preference prediction through expanding the number of the existing co-rated movies.

The Sense of Touch and Preference of Man-made Leather -Subjective Evaluation- (인조피혁의 촉감 및 선호도 -주관적 평가-)

  • 신혜원;이정순
    • Journal of the Korean Society of Clothing and Textiles
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    • v.23 no.4
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    • pp.541-550
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    • 1999
  • The purpose of this study is to find out the factors that explain the sense of touch and preference of man-made leather. Date base of descriptors for man-made leather was collected by interviewing 50 consumers, 33 different kinds of commercial man-made leathers(synthetic leather and artificial leather) were assessed subjectively by 605 consumers using the 9-point scale of 34 pairs of bipolar descriptors based on the data base. Subjective ratings were analyzed by principal axis factoring with varimax rota-tion. The sense of touch of man-made leather is explained by five factors ; surface property stretchiness thickness& weight thermal property(warmth & coolness) and moisture property (sticky & clingy). The difference in the sense of touch of man-made leathers is mainly attributable to surface property and stretchiness. And the preference of man-made leathers is mainly attributable to surface property and stretchiness. And the preference of man-made leather is explained by three factors ; surface property stretchiness and quality. Higher preference is found in man-mad leather of better quality touch and softness.

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Collaborative Filtering Algorithm Based on User-Item Attribute Preference

  • Ji, JiaQi;Chung, Yeongjee
    • Journal of information and communication convergence engineering
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    • v.17 no.2
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    • pp.135-141
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    • 2019
  • Collaborative filtering algorithms often encounter data sparsity issues. To overcome this issue, auxiliary information of relevant items is analyzed and an item attribute matrix is derived. In this study, we combine the user-item attribute preference with the traditional similarity calculation method to develop an improved similarity calculation approach and use weights to control the importance of these two elements. A collaborative filtering algorithm based on user-item attribute preference is proposed. The experimental results show that the performance of the recommender system is the most optimal when the weight of traditional similarity is equal to that of user-item attribute preference similarity. Although the rating-matrix is sparse, better recommendation results can be obtained by adding a suitable proportion of user-item attribute preference similarity. Moreover, the mean absolute error of the proposed approach is less than that of two traditional collaborative filtering algorithms.

Korean Adolescents' Clothing Behavior as Related to Self-Consciousness and Weight Control Practices (청소년기의 자의식 및 체중조절행동자 의복행동과의 관련연구)

  • 심정은;고애란
    • Journal of the Korean Society of Clothing and Textiles
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    • v.21 no.8
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    • pp.1334-1345
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    • 1997
  • The purpose of this study were 1) to identify the effects of age and sex of Korean adolescents on the psychological variables(body attitudes, public/private self-consciousness, self-esteem), weight control practices, and clothing behaviors, and 2) to identify the relation- ships between psychological variables and weight control practices, and the effects of the variables on clothing behaviors in the adolescent' groups classified by sex and age. The results of this study were as follows: 1) Two factors of body attitudes were identified: Body-shape consciousness and Physical attractiveness. Four factors of clothing attitudes were identified: Clothing interest/dressing for others, Clothing exhibition, Dressing for self, and Psychological clothing-dependerlce. 2) There were significant effects of sex on all of the research variables. Age was found to have effects on Physical attractiveness, self-esteem, public/private self-consciousness, Clothing exhibition, and Psychological clothing- dependence. 3) In the relationships between psychological variables and weight control practices, Body-shape consciousness was negatively correlated with Physical attractiveness in all groups. Also, Body-shape consciousness had effects on weight control practice in all subject groups. 4) Public self-consciousness had direct/indirect effects on the Clothing interest/dressing for others in all subject groups. Private self-consciousness had direct/ indirect effects on dressing for self in high school boys and girls. Body-shape consciousness had indirect effects on Preference for up-to date style in male college students group, whereas weight control practices had effects on the Preference for up-to date style in female college students group. Self-esteem was found to have the effects on clothing behavior in college students groups. Among clothing attitude factors, Clothing exhibition had distinct effects on the Preference for up-to date style in all subject groups, and Clothing interest/dressing for others had effects on Clothing exhibition and Psychological clothing-dependence in high school boys and girs.

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A Study on Preference and Food Satisfaction of the Preschool Children Foodservice in Taegu (어린이집 급식에 대한 식품 기호도 및 만족도 조사 연구)

  • 이선주;박어진;박금순
    • Journal of the East Asian Society of Dietary Life
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    • v.9 no.1
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    • pp.35-45
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    • 1999
  • This study was conducted to investigate mean height, weight, food preference and satisfaction of 231 children in preschool in four different regions(Susung-ku, Jung-ku, Nam-ku, Dalseo-ku) of Taegu. Mean height of the children was increased by priority of Jung-ku, Dalseo-ku, Susung-ku and Nam-ku, and mean weight was of Jung-ku, Susung-ku, Dalseo-ku and Nam-ku. In food preference, boiled rice had the highest score of cooked rices in all of the different regions, jajangmyun had the highest score of noodles in Susung-ku, Jung-ku and Dalseo-ku. Cake had the hightest score of breads in Susung-ku and had significantly difference all the kind of other lesions. Songpyun had the highest score of rice cakes in all four regions. Jangjorim had the highest score of jorim foods in all four regions, but anchovy and green pepper jorim had the lowest. Toasted lavor and steamed chicken had the highest of toasted foods and steamed foods, respectively. Salads had the highest of muchimryu cooked potherbs and salads in all regions but kimchi and jangachi had low scores. Sujungkua had the lowest scores of beverages in all regions, but chocolate had the highest scores of cookies. In food intake satisfaction according to the regions, regularity, variety, hygiene, amount, and quantity of meal had the highest in dalseo-ku. Food temperature was highest in susung-ku. There was a direct correlation between type of housing and satisfaction in diversity of foods.

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Comparisons of Food Preference and Nutrient Intake of Students of Elementary School and Middle School Providing School Food Service in Nam Jeju Gun (남제주군 학교급식대상 초.중등학생의 음식 기호와 영양소 섭취량의 비교)

  • Park, Myeong-Hui;Choe, Yeong-Seon;Kim, Yeon-Ju
    • Journal of the Korean Dietetic Association
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    • v.8 no.4
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    • pp.342-358
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    • 2002
  • The purpose of this study was to investigate differences of food preference and nutrient intake of students between elementary school and middle school in the same area and to provide data for better school food service. The subjects were 486 students, third to sixth grade of 3 elementary schools and first to second grade of 1 middle school in Nam jeju gun, Jeju, and the survey was conducted during June 1999. Food preference was assessed using questionnaires and 24-hour food intake was assessed using dietary record method. Data of weight and height were obtained from annual physical examination conducted at schools in May 1999. All the variables were compared among 3 groups in each gender: third and fourth grade elementary school(ES3,4), fifth and sixth grade elementary school(ES5,6), and first and second grade middle school(MS1,2). The results were summarized as follows. The average height, weight and BMI for the 3th grade boys in elementary schools met the national averages, but those of the others are below the national averages. Although general pattern of food preference looked similar among groups, food preference scores were significantly different among groups in 38 kinds foods for boys, and 27 kinds of foods for girls. MS1,2 group showed significantly lower food preference scores for most of foods as compared to those of ES3,4 and ES5,6 in both genders. Students of higher grade took more starch foods such as instant noodle, stewed rice cake and snacks. Average energy intakes of all the groups except MS1,2 girls were lower than recommended dietary allowances(RDA), and average intakes of protein, vitamins B1 and C met RDA, but the other nutrients were taken less than RDA and especially the intakes of iron, calcium and vitamins B2 were poor. Most of nutrients taken by school food service meal provided a major proportion of intakes. In conclusion, students of middle school were more particular about their foods served at school food service and marked lower food preference score than elementary school children and more conscious about their weight and appearance. These points should be reflected in planning food service menu at middle school.

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The Perception of Desirable Body Shape in Some Middle School Students of Gyeongnam Area (경남지역 일부 중학생들의 체형 선호도 조사)

  • 김성희
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.27 no.5
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    • pp.1007-1014
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    • 1998
  • A questionnaire was administered to 850 middle school students in Jinju city and Hamyang province to asses their body shape preferences. Their mean current BMI(body mass index, Kg/㎡) in males(19.23±2.77) was higher than that in females(18.61±2.59). On the other hand, significant differences in BMI were not found between areas. The perceived desired weights for their current height were about+0.22kg(males) and -4.32kg(females) of their actual weights. In spite of the average weight group, many wished to lose weight because of their tendency to perceive themselves as overweight, especially among rural females. Their ideal body shape as perceived by them were 'normal' in males and 'a bit thin' in females, independent of the areas. As for the 'contentment' regarding their current weight and health, the most satisfied group in males were estimated average weight and slightly overweight group, respectively. While, the most satisfied group in females were estimated slightly underweight and overweight group, respectively. Their extreme slim-body preference might have its root in the lack of proper understanding of what the 'standard' body weight was.

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Weight change pattern and weight control behavior among middle school girls (일부 지역 여중생의 체중변이양상과 체중조절행위에 관한 연구)

  • Kim, Young Im;Kim, Yoon Dul
    • Journal of the Korean Society of School Health
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    • v.8 no.1
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    • pp.155-166
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    • 1995
  • The aim of this study was to determine the extent to which sociodemographic and health related life-style variables explain body weight distribution and to understand weight contol behavior. To study this study 298 students were selected, it was consisted of obesity group(101) and control group(197). The average age of subjects was 14.2 and the prevalence of obesity was 2-3 per class as 5.6% among 1,793. 71% among same subject was showed higher weight pattern than last one year, ovesity group which was obesity both in 93 and 94 was 34%. Correlation between body weight(under weight/obesity) and independent variables including sociodemographic factor and health- related life style tested through Multiple Classification Analysis was very significant, explained 36% of the total variance. Sociodemografic and hereditary factors such as education level, age of father and physical features of parents, life style factors as exercise preference and perceived health status showed highly contribution to body weight. Concretely, there were showed a higher obesity prevalence tendency when education level and age of father was high, physical features of parents was obesity. In otherwise, there were showed a higher underweight prevalence tendency when education level and age of father was low. Experience rates of weight control was 53% generally, 84% in obesity group, and 11% in underweight group. There were utilized weight control behaviors through diet method mainly in obesity group, diet and exercise methods in underweight group. There were showed that underweight group are prefer exercise to obesity group. Conclusionally, These findings suggest that education, age, physical features of parents, exercise preference and perceived health status is important factors related to body weight among middle school girls. Therefore, there will be considered as valuable factors when we practice health education and consultation related to body weight. Furthermore it is necessary to provide of various informations about weight control and to develop systematic weight control program.

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The Factors affecting for Sweet Foods Intake of Middle School Students in Incheon Area (일부 중학생의 단 식품류 섭취에 영향을 미치는 요인 분석)

  • Lee, Kwang-Su;Jang, Jae-Seon
    • The Korean Journal of Food And Nutrition
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    • v.28 no.4
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    • pp.658-665
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    • 2015
  • This study was conducted to provide desirable way on the eating of sugar foods, specifically the differences between dietary attitude, dietary behaviors and intake frequency. Data was collected from 279 middle students in the Incheon region through a self-administered questionnaire. According to the results of the reliability and factor analysis, the dietary attitude, dietary behaviors and intake frequency was 3.52, 2.89 and 2.51, with a Cronbach alpha coefficient of 0.867, 0.789, 0.940 and KMO of 0.899. Factor analysis extracted three components of the sugar preference, which we named dietary attitude (factor 1), dietary behaviors (factor 2), and intake frequency (factor 3). The dietary attitude and dietary behaviors showed a significant difference between sugar preference and non-preference (p < 0.05). Also, intake frequency of sugar food showed a significant differences in chocolate, chocolate products, and ice cream between sugar preference and non-preference (p < 0.05), whereas no significant differences were found in cake, bread kinds, juice, sweetness milk, yogurt between sugar preference and non-preference (p > 0.05). A significant positive result of intake frequency of sugar food (p < 0.05) was shown for the dietary attitude, BMI, weight, and monthly pocket money. Based on this study, the reduction of sugar intake is needed especially for middle students.

Design & Evaluation of an Intelligent Model for Extracting the Web User' Preference (웹 사용자의 선호도 추출을 위한 지능모델 설계 및 평가)

  • Kim, Kwang-Nam;Yoon, Hee-Byung;Kim, Hwa-Soo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.4
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    • pp.443-450
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    • 2005
  • In this paper, we propose an intelligent model lot extraction of the web user's preference and present the results of evaluation. For this purpose, we analyze shortcomings of current information retrieval engine being used and reflect preference weights on learner. As it doesn't depend on frequency of each word but intelligently learns patterns of user behavior, the mechanism Provides the appropriate set of results about user's questions. Then, we propose the concept of preference trend and its considerations and present an algorithm for extracting preference with examples. Also, we design an intelligent model for extraction of behavior patterns and propose HTML index and process of intelligent learning for preference decision. Finally, we validate the proposed model by comparing estimated results(after applying the Preference) of document ranking measurement.