• Title/Summary/Keyword: Attribute analysis

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Attribute analysis for cellular phone using conjoint analysis (컨조인트 분석을 이용한 휴대폰 속성 분석)

  • Ji, Hye-Young;Cho, Wan-Hyun
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.4
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    • pp.695-703
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    • 2009
  • Currently, various cellular phone products with multiple functions and diverse designs are coming out in the cellular phone market. Companies have been developing their products for profit maximization, considering preferences of customers. In this article, we have created 18 profiles using the SPSS program and executed a survey to analyze preferences of college students. Also, we have grasped the relative importance of each attribute using conjoint analysis and executed clustering analysis to make market segmentation by binding the respondents who have similar partial value utilities. Lastly, by choice simulation, we have predicted market shares of 18 virtual products.

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Assessment on Location Characteristics of Urban Park as Public Service Using Geographic Information Analysis System: Focused on Cheongju City (지리정보분석시스템을 활용한 공공서비스로서의 도시공원 입지특성 평가 - 충북 청주시를 대상으로 -)

  • Bae, Min-Ki
    • Journal of Environmental Impact Assessment
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    • v.22 no.3
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    • pp.231-240
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    • 2013
  • The Purpose of this research was to propose positioning strategies of urban park (UP) based on the assessment of location characteristics at cheongju city. To do that, this research found out urban park service area (UPSA) using GIS network analysis and built socio-economic attribute database, UP map, and other public service thematic maps such as public transportation, education, child-care, and convenience services. And this research analyzed spatial and attribute data using Pearson's correlation analysis, multiple linear regression, and binary logistic regression methods. As a result of this analysis, 1) the nearer neighborhood park and children's park, the higher land price and assumption income level (AIL). 2) children's parks were closed to living convenience facilities such as bank, hospital, and convenience store. 3) land price, AIL, population, and other public services level (PSL) in UPSA were higher than that of non-UPSA. 4) The higher land price, AIL, population, and other PSL, the higher urban park service level. The results of this research may contribute to resolve the regional UP unbalance and to improve UP service level as public service.

Correlation Analysis between Cold-Heat Score and Acoustic Analysis Index (한열과 음성분석지표의 상관성 연구)

  • Yang, Dong-Hoon;Yoo, Seung-Yeon;Cho, Shin-Woong;Park, Chan-Kyu;Park, Young-Jae;Park, Young-Bae
    • The Journal of the Society of Korean Medicine Diagnostics
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    • v.13 no.1
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    • pp.72-80
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    • 2009
  • Objective: We performed this study to check relationship of Cold-Heat attribute analyzed quantitatively by questionnaire with acoustic analysis index. Method : We checked a questionnaire composed of 15 items about the contents of Cold-Heat and asked 83 subjects to answer in the form Likert-like 7-points score. And then, we extracted Cold-Heat attribute from heat score, cold score, heat index and cold index. we measured the acoustic analysis indexes of cardinal vowels by Dr. speech program. Afterward, the data were analyzed by correlation analysis. Results : All cardinal vowels is positive correlated with cold score, heat score and cold index. NNE of vowel /a/ is negative correlated with cold index. Shimmer and F0 tremor of vowel /e/ is negative correlated with cold index. Jitter of vower /u/ is positive correlated with Cold score.

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Multi-Topic Sentiment Analysis using LDA for Online Review (LDA를 이용한 온라인 리뷰의 다중 토픽별 감성분석 - TripAdvisor 사례를 중심으로 -)

  • Hong, Tae-Ho;Niu, Hanying;Ren, Gang;Park, Ji-Young
    • The Journal of Information Systems
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    • v.27 no.1
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    • pp.89-110
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    • 2018
  • Purpose There is much information in customer reviews, but finding key information in many texts is not easy. Business decision makers need a model to solve this problem. In this study we propose a multi-topic sentiment analysis approach using Latent Dirichlet Allocation (LDA) for user-generated contents (UGC). Design/methodology/approach In this paper, we collected a total of 104,039 hotel reviews in seven of the world's top tourist destinations from TripAdvisor (www.tripadvisor.com) and extracted 30 topics related to the hotel from all customer reviews using the LDA model. Six major dimensions (value, cleanliness, rooms, service, location, and sleep quality) were selected from the 30 extracted topics. To analyze data, we employed R language. Findings This study contributes to propose a lexicon-based sentiment analysis approach for the keywords-embedded sentences related to the six dimensions within a review. The performance of the proposed model was evaluated by comparing the sentiment analysis results of each topic with the real attribute ratings provided by the platform. The results show its outperformance, with a high ratio of accuracy and recall. Through our proposed model, it is expected to analyze the customers' sentiments over different topics for those reviews with an absence of the detailed attribute ratings.

An Empirical Study on Survival Characteristics of Enterprises Using B2B e-commerce Guarantee for SMEs (중소기업 전용 B2B 전자상거래 보증 이용기업의 생존특성에 관한 실증연구)

  • Kang, Myung Soo;Han, Chang Hee
    • Journal of Information Technology Services
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    • v.18 no.4
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    • pp.151-170
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    • 2019
  • This study conducted an empirical analysis through the Kaplan-Meier method, which is mainly used for clinical experiment analysis, on the survival rate and the survival duration of small and medium-sized enterprises using B2B e-commerce guarantee provided by credit guarantee institutions for activating B2B e-commerce transactions. The variables presented in this study are analyzed by the subdivision of the survival characteristics of enterprises using B2B e-commerce guaranteee by year, enterprises attribute, representative attribute, and guarantee use amount based on the variables tested through previous studies. According to the empirical analysis, SMEs using B2B e-commerce guarantees have a higher survival rate compared to general enterprises Simply by year and have a variety of survival characteristics, and most of the variables have a significant effect except for some variables. The implication of this study is that the researches conducted on enterprises participating in B2B e-commerce for a long period of time to support the establishment of stable business environment of SMEs and the results of empirical analysis on the survival characteristics are useful information to the stakeholders of B2B e-commerce And it can contribute to enhance the survival rate of related enterprises.

Application of Hybrid Conjoint Analysis to Improve Competitive Power of Theme Parks in Seoul and Its Suburbs (주제공원의 경쟁력 제고 방안에 관한 연구: Hybrid Conjoint Analysis의 적용)

  • 홍성권
    • Journal of the Korean Institute of Landscape Architecture
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    • v.23 no.2
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    • pp.1-16
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    • 1995
  • This study was carried out to suggest method which can be used to improve competitive power of theme parks. The characteristics of Hybrid Conjoint Analysis were described and its usefulness for identification of specific types of service theme parks have to provide was tested "Lotte World, " "Seoul land," and "farmland" were selected as study areas, and .7 attributes with 3 levels were utilized for analyses. Master design with 81 profiles was constructed to meet the requirement of ′Compromise Plan 1,′and data was collected by in-personal interviews on the study areas. Respondents were grouped by cluster analysis, and their characteristics were analyzed by discriminant analysis. Then, part-worth of each attribute . was estimated by stagewise estimation model Calibrated model of each group did not show part-worths of attributes clearly because both main effects and 2-way interaction effects were included in the models. Therefore, calibrated models′ coefficients were used to calculate utilities of all possible combinations of attributes levels. The results showed that managers of theme parks have several options for providing a new service: the combination of attribute levels with the highest utility is they however, they can choose the other combinations with next highest utlities is they can not afford it. Several suggestions were described to cope with the problems when Hybrid Conjoint Analysis is applied to landscape architectural study.

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The Effect of the Selection Attribute of Local Jeonju-bibimhop Restaurants on Customer Satisfaction and Behavioral Intention: Focused on Jeonju area (전주비빔밥 향토음식점의 선택속성이 고객만족과 행동의도에 미치는 영향: 전주지역을 중심으로)

  • Park, Ki-Hong;Lee, Bo-Soon;Kim, Dong-Seok
    • Culinary science and hospitality research
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    • v.17 no.3
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    • pp.47-64
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    • 2011
  • This research try to find the strategic implication through the importance-performance analysis for the customers who visited local Jeonju-Bibimbap restaurants. It also investigates the effect of the selection attribute of the restaurants on customer satisfaction and behavior intention as well as how customer satisfaction affects behavior intention. The survey was conducted targeting those who visited the local restaurants in Jeonju and had Jeonju-Bibimbap, and 251 copies of the questionnaire were used for the final analysis. As a result, the properties 'Environmental cleanliness' and 'Convenience of reservations' in IPA are probed as 'improvement needed as soon as possible'; the 'food(p<0.01)' and 'service(p<0.05)' factors significantly affect customer satisfaction; the 'physical environment(p<0.01)' and 'service(p<0.05)' factors have significant effect on behavior intention; lastly, it has also been found true that customer satisfaction significantly influences behavior intention(p<0.001).

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Conjoint Analysis of Online Content : A Case of Video on Demand Service (온라인 콘텐츠의 컨조인트 분석 : Video on Demand 서비스 사례를 중심으로)

  • Lee, Jung-Woo;Lee, Moon-Kyu;Choi, Hong-Joon
    • The Journal of Society for e-Business Studies
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    • v.12 no.4
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    • pp.85-98
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    • 2007
  • This study uses conjoint analysis technique to calculate relative importance of each attribute of a specific online content: video-on-demand (VoD) services of TV soap operas. A series of interviews were conducted to identify and derive critical attributes for VoD services. Conjoint instrument was constructed using attributes identified and administered among actual viewers. Price, genre, additional service, and actors were found to be the most highly valued attributes of the VoD services. While price was the most valued attribute for female viewers, it was genre for male viewers. The result suggests that these attribute differentiation would lead to more profitable pricing scheme, and development of additional services may be critical for online content business' success.

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Development of Approximate Cost Estimate Model for Aqueduct Bridges Restoration - Focusing on Comparison between Regression Analysis and Case-Based Reasoning - (수로교 개보수를 위한 개략공사비 산정 모델 개발 - 회귀분석과 사례기반추론의 비교를 중심으로 -)

  • Jeon, Geon Yeong;Cho, Jae Yong;Huh, Young
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.33 no.4
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    • pp.1693-1705
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    • 2013
  • To restore old aqueduct in Korea which is a irrigation bridge to supply water in paddy field area, it is needed to estimate approximate costs of restoration because the basic design for estimation of construction costs is often ruled out in current system. In this paper, estimating models of construction costs were developed on the basis of performance data for restoration of RC aqueduct bridges since 2003. The regression analysis (RA) model and case-based reasoning (CBR) model for the estimation of construction costs were developed respectively. Error rate of simple RA model was lower than that of multiple RA model. CBR model using genetic algorithm (GA) has been applied in the estimation of construction costs. In the model three factors like attribute weight, attribute deviation and rank of case similarity were optimized. Especially, error rate of estimated construction costs decreased since limit ranges of the attribute weights were applied. The results showed that error rates between RA model and CBR models were inconsiderable statistically. It is expected that the proposed estimating method of approximate costs of aqueduct restoration will be utilized to support quick decision making in phased rehabilitation project.