• Title/Summary/Keyword: usage preference

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Multivariate Procedure for Variable Selection and Classification of High Dimensional Heterogeneous Data

  • Mehmood, Tahir;Rasheed, Zahid
    • Communications for Statistical Applications and Methods
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    • v.22 no.6
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    • pp.575-587
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    • 2015
  • The development in data collection techniques results in high dimensional data sets, where discrimination is an important and commonly encountered problem that are crucial to resolve when high dimensional data is heterogeneous (non-common variance covariance structure for classes). An example of this is to classify microbial habitat preferences based on codon/bi-codon usage. Habitat preference is important to study for evolutionary genetic relationships and may help industry produce specific enzymes. Most classification procedures assume homogeneity (common variance covariance structure for all classes), which is not guaranteed in most high dimensional data sets. We have introduced regularized elimination in partial least square coupled with QDA (rePLS-QDA) for the parsimonious variable selection and classification of high dimensional heterogeneous data sets based on recently introduced regularized elimination for variable selection in partial least square (rePLS) and heterogeneous classification procedure quadratic discriminant analysis (QDA). A comparison of proposed and existing methods is conducted over the simulated data set; in addition, the proposed procedure is implemented to classify microbial habitat preferences by their codon/bi-codon usage. Five bacterial habitats (Aquatic, Host Associated, Multiple, Specialized and Terrestrial) are modeled. The classification accuracy of each habitat is satisfactory and ranges from 89.1% to 100% on test data. Interesting codon/bi-codons usage, their mutual interactions influential for respective habitat preference are identified. The proposed method also produced results that concurred with known biological characteristics that will help researchers better understand divergence of species.

A Study on the Preference Analysis according to the Usage Behavior of Grilled Beef Restaurant by Conjoint Analysis (컨조인트분석을 이용한 쇠고기 구이전문점의 이용행태에 따른 선호도분석에 관한 연구)

  • Kim, Heon-Chul
    • Culinary science and hospitality research
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    • v.23 no.4
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    • pp.93-104
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    • 2017
  • This study aimed to investigate the preferences for the particular menu depend upon a purpose of the events and a time slot. The study set the 16 imaginary profile of 5 selective attributes by using Conjoint Analysis for the customers who ate out at the grilled beef restaurant. The result showed that most significant factors of preference were a sirloin, Korean beef, a traditional interior design, a rice menu and the amount of marbling, in that order. In addition, the study revealed a high level of relative importance depend on the parts of meat cuts and the most preferred factor of the general customers was a sirloin in selective attributes. Next, the country of origin was important. All events showed the highest preference in the parts of meat cuts like the whole consumer group and there was a high partial value in sirloin for the purpose of the events. However, the prime ribs showed a higher level of relative importance when the customers had light meals or they participated in conferences. At the preference analysis of the important attributes and the level of partial value, the most significant factors were a sirloin, a country of origin, a traditional interior design, a rice menu, and the amount of marbling, in that order both in lunch and dinner. In addition, the study found that the parts of meat, the atmosphere in the restaurant, the quality of beef, dessert, and the country of origin were significant in order at relative importance.

Utilization Status and Efforts to Increase Usage of Traditional Foods in School Lunch according to Dietitians' Preference (영양사의 기호도에 따른 학교급식에서 전통음식의 이용실태와 활용증대 방안)

  • Ahn, Gi-Deuk;Song, Kyung-Hee;Lee, Hong-Mie
    • Korean Journal of Community Nutrition
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    • v.15 no.4
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    • pp.550-559
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    • 2010
  • The study was conducted to assess school dietitians' preferences for traditional foods, to determine the association with their perception and usage status, and to develop the strategies to increase its utilization of traditional foods in school lunches. The information was obtained by the self-administered questionnaire from the subjects, which were 198 dietitians in schools located in Seoul and Gyeonggi-do. According to the preference for traditional foods, subjects were distributed into three groups (High = 54, Medium = 128, Low = 16). The significances of differences between groups were determined using SPSS 12.0 at p < 0.05. Compared to the dietitians with lower (medium and low) preferences, those with high preferences answered that they had better knowledge (p < 0.001) for traditional foods, and served them more in school lunches (p < 0.01). Also, more dieticians in the high preference group not only felt that they need to train school administrators (p < 0.01) as well as themselves (p < 0.05), but also were currently providing students with the nutrition education on traditional foods (p < 0.05). The results presented the evidence suggesting that having dietitians with higher preference for traditional foods can offer an effective strategy to increase the opportunities for schoolchildren to be exposed to traditional foods. Development of the standard recipes for use in school lunches by the government or the association was answered as the best strategy to increase the use of traditional foods, regardless of the dietitians' preferences.

Targeting Data Service for Web-Based Media Contents (웹 기반 미디어 콘텐츠를 위한 맞춤형 데이터 서비스)

  • Park, Sung-Joo;Chung, Kwang-Sue
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.12
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    • pp.1154-1164
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    • 2010
  • As an useful application in broadcasting services, the targeting service has been mainly studied to improve the service satisfaction and user usage in various media service environments based on user profile, preferences, and usage history. Targeting service is expanding its domain from broadcasting contents to interstitial contents and from fixed TV devices to mobile devices. Service data also include advertisement data, coupon, and information about media contents as well as simple broadcasting data. In this paper, the targeting data service is designed and implemented on articles, advertisement and broadcasting information on the basis of the user information. To adapt this to web-based media contents, information on user profile, preferences, and usage history is newly defined on the basis of the user metadata developed in TV-Anytime Forum and the user information defined in OpenSocial. The targeting data service is implemented to generate user preferences information and usage history pattern based on the similarity among user preference, contents information, and usage history. Based on performance evaluation, we prove that the proposed targeting data service is effectively applicable to web-based media contents as well as broadcasting service.

Current State of Usage and Education Participation Intention for Yaksun Food among Culinary Students - Focused on Demographic Characteristics - (조리교육생의 약선 음식 이용 특성 및 교육 참여 의사 - 인구통계학적 특성을 중심으로 -)

  • Song, Yeon-Mi;Jo, Mi-Na
    • Korean journal of food and cookery science
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    • v.32 no.4
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    • pp.503-516
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    • 2016
  • Purpose: The purpose of this study was to examine the current state of usage and education participation intention for Yaksun food according to demographic characteristics. Methods: The questionnaire for the survey was distributed to 300 students, who were enrolled in culinary education program at Seoul Institute of Technology and Education from September 5, 2014 to September 20, 2014, and 264 responses were used for analysis. Results: Awareness regarding Yaksun food was low, but the intention to participate in the Yaksun food class was high. The information searching route for Yaksun food was mainly television, radio or internet. Memil-jeonbyeong ssam was the most eaten menu item and Nokdu-Samgye tang was the most popular menu item. Among the different types of Yaksun food, vegetable dishes, steamed dishes, rice dishes and roasted dishes were preferred in this order. The most preferred educational institution for Yaksun food was the cultural center, and the most preferred educational period for Yaksun food was less than three months. The most important point in the Yaksun food class was practical application in real life. Also, the current state of usage for Yaksun food and the intent to participate in an education program for Yaksun food was statistically different according to demographic characteristics. With respect to the current state of usage for Yaksun food, the information searching route for Yaksun food was statistically different according to occupation, cooking career and lives and Yaksun cuisine type preference according to gender, occupation, income and households. Also, with respect to education program participation intention for Yaksun food, educational institution preference for Yaksun food was statistically different according to gender, age, occupation, cooking career, income and lives. Conclusion: Based on these results, this research concludes that for developing an educational program for Yaksun food, it is important to analyze the target customers' demographic characteristics and their needs. Furthermore, it shows that there is a need to develop various educational programs and menus for Yaksun food.

A Study on the Analysis User Preference for Urban Healing Forest Park Planning Methods (도시 치유숲공원 조성을 위한 이용선호도 분석 연구)

  • Kim, Jeong-Ho;Seo, Han-min;Oh, Deuk-Kyun;Yoon, Yong-Han
    • Journal of Environmental Science International
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    • v.25 no.7
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    • pp.963-972
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    • 2016
  • A survey was performed to present a scheme for building a healing forest park inside a city in consideration of the fact that healing forests are located in non-urban areas because of their nature, and are therefore not conveniently accessible to urban population (n=196). As a result, among 196 respondents to the survey, 74.5% indicated that it was necessary to build an urban healing forest park. In the case of the expected usage pattern, were an urban forest park to be built, the largest proportion responded that it would be used to "walk", followed by "rest and meditation" and then "meeting/talk/date". An analysis showed that the largest proportion responded that they factor in "Accessibility" (48%), followed by "Park condition" (16.8%), and "Vegetation type" (12.2%). According to the analysis of usage preference for healing therapy, it was shown that the largest proportion preferred "Terrain therapy" (37.8%), followed by "Exercise therapy" (19.9%), and "Naturopathy" (18.9%). The factor anlaysis of usage preference regarding urban healing forest park facilities showed that the components were divided into "Operation facilities" and "Natural healing space", and the largest proportion preferred "Trails for healing", followed by "Space or forest for meditation" and "Health promotion center", and then "Facilities for a exercise therapy". In building an urban healing forest park, we think that it is effective to introduce zones and facilities in consideration of park characteristics that are centered on everyday behaviors, such as taking a walk, which differ from those of healing forests located in non-urban areas.

The Technique of Reference-based Journal Recommendation Using Information of Digital Journal Subscriptions and Usage Logs (전자 저널 구독 정보 및 웹 이용 로그를 활용한 참고문헌 기반 저널 추천 기법)

  • Lee, Hae-sung;Kim, Soon-young;Kim, Jay-hoon;Kim, Jeong-hwan
    • Journal of Internet Computing and Services
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    • v.17 no.5
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    • pp.75-87
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    • 2016
  • With the exploration of digital academic information, it is certainly required to develop more effective academic contents recommender system in order to accommodate increasing needs for accessing more personalized academic contents. Considering historical usage data, the academic content recommender system recommends personalized academic contents which corresponds with each user's preference. So, the academic content recommender system effectively increases not only the accessibility but also usability of digital academic contents. In this paper, we propose the new journal recommendation technique based on information of journal subscription and web usage logs in order to properly recommend more personalized academic contents. Our proposed recommendation method predicts user's preference with the institution similarity, the journal similarity and journal importance based on citation relationship data of references and finally compose institute-oriented recommendations. Also, we develop a recommender system prototype. Our developed recommender system efficiently collects usage logs from distributed web sites and processes collected data which are proper to be used in proposed recommender technique. We conduct compare performance analysis between existing recommender techniques. Through the performance analysis, we know that our proposed technique is superior to existing recommender methods.

Analysis of Preference of Environmental Image for the Increase and Promotion of Rose Consumption

  • Jeong, Sun Jin;Gim, Gyung Mee;Kim, Jae Soon;Jang, Hye Sook;Lee, Geun Woo
    • Journal of People, Plants, and Environment
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    • v.22 no.1
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    • pp.53-63
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    • 2019
  • The purpose of this study was to investigate the preference of plant environmental images for flower plant consumption. This study came up with a total of four treatments including one image without plants and three images with flower plants (three roses, rose gift, rose garden). We conducted a survey on 104 men and women through the Google (online) survey and analyzed the data. The preference was higher with statistical significance for environmental images with plants than the image without plants. The preference for environmental images of roses was highest in the order of rose gift > rose garden > three roses. As a result of the cross-tabulation analysis, it was found that there was a significant difference in the preference for environmental images of roses according to general characteristics such as educational background and residence type. In terms of educational background, 2-year college graduates showed higher preference for the three environmental images of roses with statistical significance compared to high school graduates, university graduates and masters or higher. As a result of determining the difference in preference according to residential types, residents of multiplex houses showed higher preference for the "rose garden" environment image than residents of detached houses (p < .05). As a result of examining stress and depression in everyday life, 48.1% (the highest) of the respondents answered that they were "under daily stress" and 48.1% (the highest) of the respondents claimed not to be "under much depression". This study investigated the difference in preference according to demographic characteristics and existence of plants, preference in environmental images using roses, correlation with daily stress and depression, and utility of publicity using photographic images of plants.

Residents' Preference for Spatial Features in Sitting Areas at Assisted Living Facilities - Focused on direct or indirect social interaction for older adults -

  • Lee, Min-Ah;Rodiek, Susan D.
    • International Journal of Human Ecology
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    • v.14 no.1
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    • pp.87-102
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    • 2013
  • This study investigated residents' preferences for spatial features of sitting areas in assisted living facilities, and provides recommendations for planning sitting areas to support residents' spatial preferences and social interaction. The study participants were 69 residents of eight assisted living facilities (30+ resident capacity), located in south central Texas. A photographic comparison method was used, in which residents were shown 20 matched pairs of photos, with a single feature digitally modified in each pair, and asked to select which environmental representation they preferred. The hypothesized spatial characteristics were identified in practice based literature as those that may encourage usage of sitting areas: viewability, variety, homelikeness, and privacy. Most of the hypothesized features were preferred by participants, with the highest preference found for non-institutional furniture arrangements and naturalness, followed by increasing enclosure and variety of seating. Preference was less significant for domestic cues such as carpeted floors, divided light windows, and boundaries defined by different colored material or columns, possibly due to their physical impairments or preference for visual openness. Participants' level of mobility assistance was significantly related to their preference for some features, such as seating with people-watching capability, and carpeted floors. The findings have implications for facility architects and administrators engaged in resident-oriented spatial planning.

A Future Contraction Effect in Intertemporal Choice for Durable Goods

  • Kim, Byung Kyu
    • Asia Marketing Journal
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    • v.20 no.2
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    • pp.29-40
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    • 2018
  • Recent research reported that perception of future time is non-linearly scaled. That is, as objective time gets longer, subjective perception of the objective time does not grow proportionally. The non-linear time perception implies that the same future time feels shorter when it starts in the future than when it starts immediately. The authors call this as a future contraction effect. The current research tests two important implications of the effect regarding consumers' intertemporal preference for durable goods. First, consumers who contract future more will be more impatient for durable goods compared to those who contract less because the former would feel to use the same durable goods longer when it is purchased immediately. Second, consumers' impatience will be alleviated when their tendency to contract future is reduced. The authors find support for these predictions through two studies. Taken together, the current research demonstrates a property of time perception that has important ramifications for understanding consumers' intertemporal preference for durable goods.