• Title/Summary/Keyword: Preference Data

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A Recommender System Model Using a Neural Network Based on the Self-Product Image Congruence

  • Kang, Joo Hee;Lee, Yoon-Jung
    • Journal of the Korean Society of Clothing and Textiles
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    • v.44 no.3
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    • pp.556-571
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    • 2020
  • This study predicts consumer preference for social clothing at work, excluding uniforms using the self-product congruence theory that also establishes a model to predict the preference for recommended products that match the consumer's own image. A total of 490 Korean male office workers participated in this study. Participants' self-image and the product images of 20 apparel items were measured using nine adjective semantic scales (namely elegant, stable, sincere, refined, intense, luxury, bold, conspicuous, and polite). A model was then constructed to predict the consumer preferences using a neural network with Python and TensorFlow. The resulting Predict Preference Model using Product Image (PPMPI) was trained using product image and the preference of each product. Current research confirms that product preference can be predicted by the self-image instead of by entering the product image. The prediction accuracy rate of the PPMPI was over 80%. We used 490 items of test data consisting of self-images to predict the consumer preferences for using the PPMPI. The test of the PPMPI showed that the prediction rate differed depending on product attributes. The prediction rate of work apparel with normative images was over 70% and higher than for other forms of apparel.

Salt Preference and Sodium Intake among Pregnant Women (임부의 염분 기호도와 식이섭취, 소디움 섭취 실태)

  • Im, Mi Jeung;Cho, Dong Sook
    • Women's Health Nursing
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    • v.22 no.4
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    • pp.297-307
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    • 2016
  • Purpose: This study was to estimate salt preference and sodium intake of pregnant women, and identify the relationship between salt preference and sodium intake. Methods: Research design was a cross sectional correlational survey with 197 pregnant women who visited outpatient clinics for antenatal care. The sodium intake levels were estimated by the amounts of sodium intake using the 24-hour recall method and sodium concentration in spot urine. The data were analyzed using descriptive statistics, t-test, ANOVA and Pearson's correlation. Results: Sodium intake using 24-hour recall method was $3,504{\pm}1,359mg$. Sodium intake levels had statistically significant differences depending on income. The average amount of sodium in spot urine was $2,882{\pm}878mg/day$. Sodium excretion levels had statistically significant differences depending on whether participants had preexisting hypertension in their family history and Body Mass Index (BMI) pre-conception. Salt preference was $62.61{\pm}20.96$ out of 180 points. Salt preference had significant differences depending on income, parity, gestational age, BMI pre-conception and showed negative correlation with sodium quantity in spot urine. Conclusion: Sodium intake in pregnant women recommended by World Health Organization recommended is 175%. Salt preference was not significantly different between sodium intake levels, however it was negatively correlated with sodium quantity in spot urine among pregnant women.

The Effect of Information about Appearance Preference, and Personality Traits on Children's Attraction to Unacquainted Peers (용모(容貌)·선호(選好)·성격정보(性格情報)가 아동(兒童)의 대인매력(對人魅力)에 미치는 영향(影響))

  • Lee, Seon Kyung
    • Korean Journal of Child Studies
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    • v.8 no.1
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    • pp.49-64
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    • 1987
  • The purpose of this study was to investigate the effect of information of appearance, peer preference, and personality traits on children's attraction to unacquainted same sex peers, and to determine the relative importance of the three types of information for the selection of a friend. The subjects of this study were 160 (80 boys and 80 girls) second grade children in Seoul. A Preference Questionnaire was administered in Session I to determine the likes of each subjects. The modified Preference Questionnaire (Reaves, 1981) was used. The subjects were then randomly assigned to one of eight experimental conditions. In Session II, subjects were shown pictures of attractive and unacttractive children, described as having a positive or negative character, with preference similar Of dissimilar to their own. Then they were administered the Interpersonal Attraction Scale (Reaves, 1981). The data were analyzed by three-way ANOVA, $Scheff\acute{e}$ test, and $X^2$. The results of this study were as a follows: The physically attractive stimulus child was preferred to the physically unattractive stimulus child. The stimulus child with preferences similar to the subjects' was preferred to the stimulus with dissimilar preferences. The stimulus with positive personality traits was preferred to the stimulus ehild with a negative personality. A difference in order of importance among the variables with regard to their influence on attraction ratings was found. Personality had stronger influence on attraction ratings than appearance or preference.

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The Influence of Acoustic Information Type on Landscape Preference (청각적 정보의 유형이 경관선호도에 미치는 영향)

  • 서주환;성미성
    • Journal of the Korean Institute of Landscape Architecture
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    • v.29 no.5
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    • pp.28-36
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    • 2001
  • The purpose of this study is to research the influence of soundscape in the preference of landscape. Specifically, standards type of communication are applied to the landscape such as positive scenery and negative scenery. The spatial image was analyzed by the variables of Kaplan\`s information process model. The level of visual preferences was measured by a type of acoustic information and visual information in the landscape, and this data was analyzed by multiple regression. The results of this study can be summarized as follows; The value of landscape preference was maximum value in Type I and minimum value in Type II from all fluent of coherence, mystery, and legibility to, except complexity, and it was not different from preference. These results clearly show the influence of sounds effecting decision of landscape preference. It was different by the type of acoustic information and visual information in landscape. The results of ANOVA among types of acoustic information were differences of mean between positive sound, no sound and negative sound from coherence, mystery, and legibility to, except complexity. These variables may be the major factors which must be considered in planning and designing as the functional basis for quantitative analysis.

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An Analysis of Recognition and Preference for the View in an Apartment Unit (아파트 단위세대에서 보이는 경관에 대한 인지 및 선호 특성)

  • Moon, Ji-Won;Ha, Jae-Myung
    • Journal of the Korean housing association
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    • v.18 no.1
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    • pp.83-93
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    • 2007
  • Following the previous ones, this study is intended to explore methods of qualitative assessment on the view from apartment units. It first complemented and analyzed the attributes of landscape elements and then set up questionnaire items based on these attributes to identify the tendencies in apartment inhabitants' recognition of landscape elements, and then conducted a preference assessment on the test cases sampled on the basis of picture and other data collected in the previous studies to identify the characteristics of the preference for the view from apartment units according to landscape elements. Consequently, the following results have been derived. First, the landscape elements seen from apartment units may be classified into a total of sixteen categories, and the overall ratio of natural elements to artificial ones is shown to be approximately one to three. Second, it is also shown that apartment dwellers tend to prefer natural landscape elements over artificial ones, and the preferences for the distance to and location of landscape elements exhibit certain variance depending on the type of the elements. Third, the analysis of the preference for landscape elements has revealed that the types of landscape elements, the make-up and diversity of landscape elements, and the perceived distance to landscape elements as well as the resultant feeling of openness all affect the preference tendencies.

Customer's perception and preference for Japanese Chain Restaurants in Seoul & Kyunggi Province (서울.경기지역 일식 체인전문점에 대한 인지도와 선호도)

  • Yoon, Tae-Hwan;Yun, He-Hyun
    • Korean journal of food and cookery science
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    • v.21 no.5
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    • pp.637-646
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    • 2005
  • The objectives of this study were, 1) to investigate the perception and preference for Japanese chain restaurants due to demographics and consumption behaviors, and 2) to research improvements for Japanese chain restaurants according to the customers' dissatisfaction. Frequency analysis and one-way ANOVA were used to analyze the data. Three hundred questionnaires were distributed and 254 were returned(84.66%). The customers' perception and preference about Japanese chain restaurants were significantly related with each other. The differences of perception and preference due to demographics and consumption behaviors were significant. The most dissatisfied selection attributes were price, number of Korean dishes, number of branch offices, and advertisements, in order. From examining the progressive circmnstances of Korean food-service industry and the social trends toward a preference for healthy, special ethnic food and dishes for diet control and high protein-low fat, it is apparent that food-service businesses related to Japanese food have the potential for success. The results of this study should provide valuable information for administrators and managers in the hospitality industry.

A study on emotional images and preference of knitwear according to tone on tone combination (톤 온 톤 배색에 따른 니트웨어의 감성이미지와 선호도 연구)

  • Lee, Mi-Sook;Suh, Seo-Young
    • The Research Journal of the Costume Culture
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    • v.22 no.3
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    • pp.399-410
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    • 2014
  • The purpose of this study was to investigate emotional images and preference of knitwear by tone on tone combination. The subjects were 357 university students in Daejeon and Chungnam province, and the measuring instruments were 6 stimuli manipulated by color and tone combination type of background and pattern in the tone and tone combination, and self-administrated questionnaires consisted of emotional images items, preference items, and subjects' demographics attributions. The data were analyzed by Cronbach's ${\alpha}$, factor analysis, t-test, MANOVA and Duncan's multiple range test, using SPSS program. The results were as follows. First, four factors (attractiveness, conspicuity, mildness, and activity) are emerged on emotional images of knitwear. Second, color had main effects on emotional images and preference. Gray color was perceived as most attractive image and more preferred than others. Third, tone combination type had some effects on emotional images. Vivid tone background/light tone pattern was perceived more attractive image but less conspicuous and mild than light tone background/vivid tone pattern. Forth, subjects' gender had an effects on conspicuous image. Male was perceived more conspicuous image on knitwear stimuli than female. Fifth, color and subjects' gender had interaction effects on attractiveness image and preference. Male perceived that blue is more attractive and preferred than female.

Influence of Brand Trust, Perceived Value on Brand Preference and Purchase Intention

  • DAM, Tri Cuong
    • The Journal of Asian Finance, Economics and Business
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    • v.7 no.10
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    • pp.939-947
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    • 2020
  • The aim of this research was to empirical examine the influence of brand trust, perceived value on brand preference, and purchase intention for branded phones. The samples were gathered by a convenient sampling method. We collected data from 285 consumers who were visiting electronic supermarkets in Ho Chi Minh City, Vietnam. The measurement used a 5-point Likert scale ranging from 1=completely disagree, and 5=completely agree. PLS - Partial Least Squares method was performed to analyze the measurement model and the structural model. The study model was proposed from prior research. We had assessed the reliability of the scales through Cronbach's alpha and composite reliability. As well, we also had evaluated discriminant validity through the Fornell-Larcker criterion. The findings of the study demonstrated that brand trust had a significantly positive influence on brand preference. Likewise, the findings of the research also stated that brand trust had a positive impact on purchase intention. The results revealed that perceived value had a positive effect on brand preference. Furthermore, the outcomes show that perceived value had a positive influence on purchase intention as well. Furthermore, the findings of the research showed that brand preference had a positive effect on purchase intention.

An Analysis of the Female Golfers′ Preference of the Recent Sportswear Trend and a Suggestion of a Direction for Golfwear Design (최근 스포츠웨어 트렌드에 대한 소비자 선호도 분석과 이에 기초한 골프웨어 디자인 방향의 제시 -국내 20~30대 여성 골퍼를 대상으로-)

  • 이지은;이주현
    • Journal of the Korean Society of Clothing and Textiles
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    • v.26 no.8
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    • pp.1254-1264
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    • 2002
  • The purpose of this study was to suggest a direction for golfwear design targeting young female golfers, based on the analysis of their preference of recent sportswear trend. Total 197 respondents, female golfers, were sampled for data gathering, who were asked to answer to the self-report questionnaire with the stimuli of five trendy golfwear styles [i.e., representing recent sportswear trend]. In summary, the results of this study were as follows: 1) The female golfers showed significant difference in their preference of recent sportswear-trend sues, according to their age or marital status. 2) Among the five trendy styles, each of which corresponded to five themes in 2002 S/S sportswear trend, the style of "Retro Chic", a type of retrospective trend theme, was most favored. 3) The female golfers in their twenties residing in Kangnam, were found to have ① relatively higher fashion leadership, and ② higher preference of maximal and kitsch trends, when compared with the rest of the respondents. 4) The most influential design elements in each trendy style, dominating the golfers' preference, varied with the feature of trend themes. 5) Based on the analysis of the young female golfers′ preferences of recent sportswear trend, a direction for golfwear design were suggested.

A Study on Clothing Behavior and Clothing Image of Out/Inner Wear According to Sex Role Stereotype (성역할정체감이 겉옷.속옷에 대한 의복행동 및 의복이미지 선호에 미치는 영향)

  • 윤은아;이선재
    • Journal of the Korean Society of Clothing and Textiles
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    • v.24 no.2
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    • pp.152-163
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    • 2000
  • This study intends to analyze the sex role stereotype that could be effective variable for conduction clothing behavior and clothing image preference, to find out the relationship between sex role stereotype and out/inner wear clothing behavior and clothing image preference of women, and to provide useful information for establishing marketing strategies of out/inner wear market. A total of 628 samples were selected from adult female in Seoul. Questionnaire was used as major method of gathering data. They were analyzed by SAS package. Main result of this study were follows: 1. In the relationship between clothing behavior and clothing image preference and demographic variables, four clothing-behaviores of out wear, and comfort and aesthetics of inner wear showed significant differences according to all of the demographic variables. 2. In the relationship between sex role stereotype and clothing behavior and clothing image preference, four types of sex role stereotype were showed significant differences in comfort, modesty, aesthetics and masculine-feminine image of out wear, and masculine-feminine image of inner wear. 3. In the consistency between out wear clothing behavior and clothing image preference, and inner wear clothing behavior and clothing image preference according to sex role stereotype, all cases except one showed no significant consistency.

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