• Journal of Information Processing Systems
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• 제19권2호
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• pp.219-231
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• 2023

Intelligent applications are crucial for increasing the popularity of shared urban electric bicycles (EBs). Building an application platform architectural system that can satisfy independent user operations is critical for increasing the intelligent usage of shared EBs. Consequently, we collected online reviews of shared EB applications, conducted semantic processing and sentiment analysis, and refined the positive and negative review data for each function. The positive and negative review indices of each function were calculated using the formulae for positive and negative review indices of product functions, thereby determining the functions that need to be improved. Each function of the Shared EB application was improved according to its business process. The main contributions of this study are to build a user requirement architecture system for the Shared EB application with five dimensions and 22 functions using the Delphi method to design the user interface (UI) of this application based on user satisfaction evaluation results; to create a high-fidelity dynamic interaction prototype and compare user satisfaction before and after improving the Shared EB application functions. The testing results indicate that the changes in the UI significantly improve the user experience satisfaction of the urban Shared EB application, with the positive experience index increasing by 69.21% and the negative experience index decreasing by 75.85% overall. This information can be directly used by relevant companies to improve the functions of the Shared EB application.

• 유통과학연구
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• 제16권4호
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• pp.21-34
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• 2018

Purpose - The objective of this research is to a) examine the effects of online reviews, posted on online distribution channels, on the change of consumers' attitudes and booking intention by distinguishing three types of online review valence: positive, negative and neutral review valence, and b) to investigate the combined effect of the inclination of online review and perceived usefulness of reviews on consumers' attitude change. Research design, data, and methodology - An experimental design was used by creating a mimicked hotel company's website and online reviews extracted from several online distribution channels such as online travel agencies (OTAs). A total of 414 respondents were randomly assigned to a type of review valence. Results - The results showed that the valence of positive reviews has a significant effect on the positive change of attitude and booking intention. However, the effect of the valence of negative reviews on the change of booking intention was not statistically significant compared to that of the valence of neutral reviews. Conclusions - The results offer some insights into the effect of online reviews on consumers' decision making processes and have important managerial implications for companies that operate online distribution channels in terms of their online marketing and the distribution of service products.

• 디지털산업정보학회논문지
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• 제8권1호
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• pp.191-205
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• 2012

A book review is one of the most important sources of information which provide the descriptive and evaluative contents about books. Reviews have great influence on consumer behavior because they are believed to be more reliable than information provided by sellers. Readers who read a book review includes information about book decide whether they will buy or not. This study examines customer attitude change by book reviews with regarding to different type of information sources(experts and prior customers) and different directions of messages. We address the following research questions: (1) Can positive book reviews with credibility have a positive impact on acceptance of books? (2) Can negative book reviews with credibility have a negative impact on acceptance of books? The results shows that a credibility is an essential factor for affecting customers' mind. When positive book reviews were written, both expert and customer opinions have a positive impact on acceptance of customers. Given negative book reviews of experts, trustworthiness is more important than expertise. However, a objectivity of customer's reviews is more important.

• Fashion, Industry and Education
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• 제16권1호
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• pp.19-35
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• 2018

This study explores the effect of information direction and order of cosmetics power bloggers on consumer responses. A total of 488 undergraduate students participated in experiments with mock-up stimuli of sunscreen product reviews by power bloggers. The study was conducted with four stimuli of product review posts (i.e., positive reviews only, positive-negative reviews in order, negative-positive reviews in order, negative reviews only) of the power bloggers. The results showed a significant difference in consumer responses according to information direction and order of product reviews of the power bloggers. Specifically, negative reviews were considered more objective and more useful than positive reviews were. However, positivity of reviews is crucial in generating more positive attitudes toward products, greater purchase intention, and greater word-of-mouth intention. In regard to information order, the negative-positive reviews generated more positive attitudes toward the product and greater purchase intention than did the positive-negative reviews, emphasizing the importance of ending product reviews with positive information so as to create positive responses. Referring to the findings, power bloggers and marketers using bloggers as a promotional tool would benefit by carefully designing information content in consideration of an appropriate direction and order of information to better fit their purpose.

• 유통과학연구
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• 제22권3호
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• pp.113-124
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• 2024

Purpose: This study is a quantitative study and analyzes the effect of evaluating the extreme and usefulness of product reviews on sales performance by using text mining techniques based on product review big data. We investigate whether the perceived helpfulness of product reviews serves as a mediating factor in the impact of product review extremity on sales performance. Research design, data and methodology: The analysis emphasizes customer interaction factors associated with both product review helpfulness and sales performance. Out of the 8.26 million Amazon product reviews in the book category collected by He & McAuley (2016), text mining using natural language processing methodology was performed on 300,000 product reviews, and the hypothesis was verified through hierarchical regression analysis. Results: The extremity of product reviews exhibited a negative impact on the evaluation of helpfulness. And the helpfulness played a mediating role between the extremity of product reviews and sales performance. Conclusion: Increased inclusion of extreme content in the product review's text correlates with a diminished evaluation of helpfulness. The evaluation of helpfulness exerts a negative mediating effect on sales performance. This study offers empirical insights for digital market distributors and sellers, contributing to the research field related to product reviews based on review ratings.

• 지식경영연구
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• 제23권2호
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• pp.253-276
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• 2022

온라인 리뷰는 소비자의 구매 의사결정에 중요한 역할을 하기 때문에 소비자의 지각된 리뷰 유용성에 영향을 미치는 리뷰 요인을 확인하는 것이 필요하다. 그러나 온라인 리뷰의 유용성에 대한 대부분의 기존 연구는 주로 리뷰 및 리뷰어 속성과 같은 정량적 요인에 중점을 두고 있다. 최근 연구에서는 리뷰 콘텐츠과 언어 스타일이 소비자의 구매 의사결정에 미치는 영향을 조사했다. 또한, 소비자가 의사결정 과정에서 리뷰를 평가할 때 추가적으로 리뷰 텍스트 속성들을 고려해야 한다고 주장하고 있다. 따라서 본 연구는 온라인 리뷰 맥락에서 리뷰 콘텐츠과 언어 스타일이 리뷰 유용성에 미치는 영향을 조사하고자 한다. 추가적으로 리뷰어의 전문성이 리뷰 콘텐츠 및 언어 스타일과 리뷰 유용성 간의 영향관계를 조절하는지 여부를 조사했다. 연구결과 긍정적인 리뷰 콘텐츠는 리뷰 유용성에 부정적인 영향을 미치고, 부정적인 리뷰 콘텐츠와 언어적 스타일은 리뷰 유용성에 긍정적인 영향을 미치는 것으로 나타났다. 리뷰어의 전문성은 부정적인 리뷰 콘텐츠와 언어 스타일이 리뷰 유용성에 미치는 영향을 완화시키는 것으로 나타났다. 본 연구결과는 온라인 전자상거래 기업이 리뷰 유용성에 영향을 미치는 요인을 파악하고 이를 마케팅 전략에 반영하여 기업 매출 성장을 달성하는데 시사점을 제공할 수 있다.

• 정보처리학회논문지:소프트웨어 및 데이터공학
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• 제4권3호
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• pp.121-128
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• 2015

소수 의견을 포함하는 온라인 상품평은 긍정 또는 부정 일변도인 상품평에서는 찾기 어려운 유익한 정보를 내포하기도 한다. 본 논문에서는 주어진 상품평 집합 속에서 소수상품평을 검색하는 방법을 제안한다. 제안방법은 개별 상품평을 먼저 긍정/부정 상품평으로 자동분류한 뒤, 주어진 상품평 집합의 긍정/부정 상품평의 비대칭도를 계산하여 소수상품평을 검색한다. 소수상품평 검색에서는 긍정/부정 자동분류 성능이 소수상품평 검색성능에 영향을 주는데, 본 논문에서는 도메인에 특화된 감성사전과 그렇지 않은 일반적인 감성사전을 가지고 상품평을 긍정/부정으로 감성분류한 뒤 비대칭도를 계산하여 소수상품평 검색성능을 비교한다. 스마트폰과 영화를 다룬 온라인 영문 상품평에 대하여 도메인에 특화된 감성사전을 가지고 소수상품평 검색성능을 평가한 결과, F1점수는 각각 24.6%와 15.9%였고, 정확도는 각각 56.8%와 46.8%였다. 이는 스마트폰과 영화의 개별 상품평 긍정/부정 분류 정확도가 각각 85.3%와 78.8%일 때의 성능이다. 본 논문에서는 또 긍정/부정 자동분류 성능이 주어졌을 때의 이론적인 소수상품평 검색성능에 대해서도 논의한다.

• 한국지진공학회논문집
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• 제26권3호
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• pp.127-136
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• 2022

Recently, an unprecedented emerging infectious disease has rapidly spread, causing a global shortage of wards. Although various temporary beds have appeared, the supply of wards specializing in infectious diseases is required. Negative pressure isolation wards should maintain their function even after an earthquake. However, the current seismic design standards do not guarantee the negative pressure isolation wards' operational (OP) performance level. For this reason, some are not included in the design target even though they are non-structural elements that require seismic design. Also, the details of non-structural elements are usually determined during the construction phase. It is often necessary to complete the stability review and reinforcement design for non-structural elements within a short period. Against this background, enhanced performance objectives were set to guarantee the OP non-structural performance level, and a computerized tool was developed to quickly perform the seismic design of non-structural elements in the negative pressure isolation wards. This study created a spreadsheet-based computer tool that reflects the components, installation spacing, and design procedures of non-structural elements. Seismic performance review and design of the example non-structural elements were conducted using the computerized tool. The strength of some components was not sufficient, and it was reinforced. As a result, the time and effort required for strength evaluation, displacement evaluation, and reinforcement design were reduced through computerized tools.

• 지능정보연구
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• 제22권1호
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• pp.43-61
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• 2016

온라인 쇼핑몰의 상품에 대한 고객 리뷰는 구매자들의 구매 의사결정에 영향을 미치고 있으며 중요한 구전효과의 원천과 의사결정의 정보 원천의 역할을 하고 있다. 한 제품에 대한 리뷰가 무척 많기에 온라인 쇼핑몰들은 고객 리뷰 평가 방안을 도입하였고, 이를 통해 고객들에게 유용하리라고 판단되는 리뷰들을 걸러서 보여주거나 강조할 수 있게 되었다. 리뷰 평가 방안은 해당 리뷰가 도움이 되었는지 혹은 도움이 되지 않았는 지를 리뷰를 읽은 고객이 평가하게 하는 방안이다. Amazon.com은 고객 평가를 바탕으로 총 투표 수 중에서 유용하다는 투표 수의 비율을 리뷰 유용성 지표로 삼고 있으며, Yelp.com은 유용하다는 투표 수 자체를 유용성 지표로 삼고 있다. 본 연구는 고객 리뷰의 감성과 독해 용이성이 리뷰의 유용성에 미치는 영향을 파악하고자 한다. Amazon.com의 고객 리뷰 자료를 활용하여 비율형 유용성 지표를 종속변수로 하는 유사한 연구들이 수행되어 왔다. 본 연구에서는 Yelp.com의 리뷰 자료를 활용하여 가산형 리뷰 유용성 지표인 경우에도 동일한 효과가 존재하는지를 검토하고자 한다. Yelp.com의 음료와 음식 카테고리에 해당하는 업종에 대한 리뷰를 자료로 활용하였으며, 점포의 명성과 인기도 데이터를 파악할 수 있는 170,294개의 리뷰를 분석에 활용하였다. 분석결과는 리뷰의 긍정 정도는 유용 투표수를 늘리는데 음의 영향을 미쳤다. 평가가 긍정적인 리뷰에서는 음의 영향관계가 유의 하였으나, 평가가 부정적인 리뷰에서는 리뷰의 긍정 정도가 유용 투표 수에 미치는 영향은 유의하지 않았다. 독해 용이성은 리뷰가 읽기 어려울 수록 높은 값을 갖으며, 독해의 어려운 정도는 유용 투표수 획득에 음의 영향을 미쳤다. 독해 용이성은 긍정 리뷰, 부정 리뷰 관계없이 모두 음의 영향을 미치는 것으로 분석되었다. 이 결과는 유용 투표수가 0인 리뷰를 포함하여 영과잉 음이항 회귀분석을 수행한 경우와 유용 투표수가 0인 리뷰를 제외하고 음이항 회귀분석을 수행한 경우 모두 동일하게 파악되었다.

• 한국조리학회지
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• 제22권8호
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• pp.109-121
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• 2016

This study analyzed the effect of five sub-variables' attribute of HMR: features of information, diversity, promptness, price and convenience, on the consumer purchasing intention. In addition, the regulation effect of positive reviews and negative reviews of consumers' online reviews between HMR selection attribute and purchasing intention was also tested. Results are following. First, convenience feature (B=.577, p<.001) and diversity feature (B=.093, p<.01) among the effect of HMR selection attribute had a positive (+) effect on purchasing intention. On the other hand, promptness feature (B=.235, p<.001) and price feature (B=.161, p<.001), and information feature (B=.288, p<.001) were not significant effect on purchasing intention. Second, result of regulation effect of the positive reviews of consumer's online review between the selection attribute of the HMR product and consumers' purchasing intention, in the first-stage model in which the selection attribute of the HMR product is input as an independent variable, there was a significant positive (+) effect on all the features of convenience, diversity, promptness, price, and information. In addition, there was significant positive (+) main effect (B=.472, p<.001) in the second step model in which the consumers' positive reviews, that is a regulation variable. Furthermore, the feature of price (B=.068, p<.05) had a significant positive (+) effect in the third stage in which the selection attribute of the HMR product that is an independent variable and the interaction of the positive review. However, the feature of information (B=-.063, p<.05) showed negative (-) effect, and there was no effect on the features of convenience, diversity, and promptness. Third, as a result of testing the regulation effect of the negative reviews of consumers' online reviews between HMR product selection attribute and consumers' purchasing intention, in the first-stage model in which the selection attribute of the HMR product was a positive (+) effect on all the features of convenience, diversity, promptness, price, and information. In the second-stage model in which consumers' negative reviews (B=-.113, p<.001) had negative (-) effect. In the third-stage in which the selection attribute of the HMR product and the interactions of the negative reviews was a positive (+) effect with the feature of price (B=.113, p<.01). Last, there was no effect at all on the features of convenience, promptness, and information.