• Proceedings of the Korean Information Science Society Conference
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• 1999.10a
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• pp.117-119
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• 1999

전자상거래에서 판매 실적을 높이기 위한 효과적인 방법의 하나는 사용자에 따라 개별화된 정보의 제공, 즉 원투원 마케팅의 개념을 도입하는 것이다. 이를 위해서는 사용자의 구매 성향이나 사용자의 특성에 대한 지식베이스가 있어야 한다. 이러한 지식베이스로 데이터마이닝 기법중의 하나인 연관규칙을 도입하였다. 본 논문에서는 연관규칙을 기본 연산으로 하는 데이터마이닝 시스템의 설계와 구현을 기술하였다. 사용자와 제품간의 연관규칙을 추출하여 동적으로 제공되는 웹 문서를 생성하는데 필요한 지식베이스를 구축하였다. 또한 구축된 데이터마이닝 시스템은 연관규칙 탐사 엔진과 개념 계층 관리기로 구성되어 있으며, 대용량의 데이터를 다루기 위해 기존의 방법과는 다른 파일을 기반으로 한 빈번항목집합 인덱싱 기법을 제시하였다.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2020.07a
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• pp.673-674
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• 2020

의식주 중에서 자신을 표현하고 외부와의 교류를 할 수 있는 분야는 패션분야로서 인간 생활과 밀접한 관계를 가지고 있으며 사람들의 개인화된 성향 변화 및 인터넷 환경의 개선으로 트렌드는 빠르게 변화하고 있다. 인공지능 기술의 발전은 단순히 객체의 검출 및 분류에서 벗어나 패션 아이템의 분석 및 세부적인 속성을 분석할 수 있는 수준에 다다랐으며 인공지능 기술을 활용하여 사용자에게 추천할 수 있는 서비스가 출시되고 있다. 패션 트렌드의 빠른 변화 및 인공지능 기술의 발전으로 이를 활용한 플랫폼에 기반을 두어 디자이너에게는 디자인 기술을 향상시킬 수 있으며 사용자에게는 개인화된 제품을 구매할 수 있는 플랫폼 개발이 요구되고 있다. 본 논문에서는 인공지능 기술 기반 패션 분석 기술 개발을 위하여 패션 검출 모듈, 패션 검색 모듈, 패션 검색을 위한 벡터 검색 모듈, 상하의 분리를 위한 세그먼테이션 모듈, 패션 복종 분류 모듈을 개발하여 통합하였으며 패션 검색 정확도는 Top-5 기준 75.28%, 벡터 검색 속도는 벡터당 0.002m sec 이하, 세그먼테이션 추출 정확도 87.6%이상, 패션 검출 결과 IoU 0.5 환경에서 96.2%, 복종분석 90.54%의 성능을 보였다.

• Corrugated packaging logistics
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• no.62
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• pp.55-64
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• 2005

1856년 7월7일 영국에서 에드워드 찰스 힐리 와 에드워드 엘리스 알렌(Edward Charles Healey & Edward Ellis Allen)에 의해 골판지가 처음 발명되었고, 15년후인 1871년12월19일에 현재의 골판지상자 형태의 특허가 미국의 알버트. L. 존스(Albert. L.Jones)에게 취득된지 130여년이상이 지난 이 시대에는 실로 다양한 분야에서 골판지를 사용하고 있지만, 주 사용분야는 포장산업의 분야이다. 과거에는 포장의 주목적은 첫째 포장 내용물(상품)의 보호 둘째 상품의 운송과 적재 및 취급의 편리성 셋째 상품 구매동기 유발의 순서이었으나 최근에는 첫째와 둘째의 목적은 필수불가결한 것이고 세번째의 상품 구매동기 유발의 목적에 더 큰 비중이 있는 추세이다. 따라서 포장재의 규격은 생산자의 입장에서는 보다 단순해지고 규격화 되는 것이 생산코스트의 절감과 생산성향상의 지름길이지만(그러나 더욱 복잡해지고 비규격화 되는 것이 제품 부가가치가 더 높을 수도 있기 때문에 여기에는 보다 신중한 판단이 필요하다.) 각종 통신기술, 인터넷과 I.T산업의 발달과 더불어 소비자가 언제라도 상품의 다양한 정보에 쉽게 접할 수있는 이 시대에는 다양한 소비계층의 NEED를 모두 만족시켜 줄려고 하는 상품 개발자의 제품설계 및 개발과 판매전략에 의해 더욱 더 상품은 다양해지고 있다.(필자의 판단으로는 앞으로 보다 더 다양해지고 복잡해지고 있는 추세이다.) 즉 다시말하면 이러한 다양한 형태의 포장재의 변화를 수용하여, 가장 높은 가격경쟁력으로, 적시에 가장빠르게 생산하여 공급할 수있는 능력을 갖춘 포장재 제조업자만이 미래에는 적자생존 할 수있다는 결론이다. 더욱이 우리나라의 현실은 대한민국 골판지 포장산업의 특성상 세계적으로 유래가 없는 적은 판매마진(과도한 출혈경쟁으로 인함)으로 인하여, 생산설비만 계속 증설하여 생산량과 규모에 의한 경제성 만으로 수치채산성을 맞추는 형태로 발전하여 왔기 때문에, 각 골판지 생산공장의 수익성은 악화일로로 치닫고 있는 실정이다. 즉 아주 적은 규모의 공장이나 아니면 많은 자금력을 이용한 대형공장만이 수익성을 유지하고 있는 것처럼 보인다.(지금과 같이 시장의 성장이 없는 골판지시징에서 시장의 총규모는 정해진 상태이고, 여기에서 서로 나눠 가지는 형태이므로, 최악의 경우는 어느 한쪽만이 살아 남는 제로섬 게임이 될 수 있으므로, 실제로는 가장 적정한 규모의 공장이 가장수익성이 높다.) 여기에서 필자는 이러한 위기에 처해 있는 우리나라 골판지산업의 생산공장에서 생산성을 저하시켜 제조원가를 높이는 요인들을 살펴보고, 이 요인들 중에서 주된 요인중의 하나인 소로트오다가 더욱 더 많아지고 있는 현실과 다가오는 미래의 상황에 대비해 골판지 공장의 완전자동화(Ubiquitous in Corrugating Factory)에 대비한 가장 효율적인 소로트생산 운영방법에 대해서 집중적으로 이야기 해보고자 한다.

• Knowledge Management Research
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• v.23 no.2
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• pp.229-251
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• 2022

Online reviews are useful for other consumers to make reasonable purchase decisions by providing previous buyers' experiences. However, when online reviewers are biased, online reviews do not accurately reflect the true quality of the product. Therefore, we investigated the characteristics of reviewers with underreporting bias to cope with the problem of declining reliability of online reviews. In this context, this study attempted to examine the characteristics of reviewers with underreporting bias using 14,165 reviews of Steam, an online game platform. As a result of the analysis, reviewers with underreporting bias mainly write reviews positively, write reviews within a short period from the game release date, but tend to write reviews after playing games for longer time, and write reviews when purchasing high-priced games. Since this study has explored the characteristics of reviewers showing underreporting bias, it will be meaningful as a basic study to cope with the problem caused by underreporting bias.

• Journal of Global Scholars of Marketing Science
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• v.6
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• pp.143-166
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• 2000

본 연구는 전자상거래의 여러 유형 중에서 최근 논의의 필요성이 더욱 부각되고 있는 인터넷상의 양방향 소매업을 기업과 소비자간 전자상거래를 중심으로 하여 문헌조사를 통해 인터넷 쇼핑몰의 사이트특성 요인과 인터넷 쇼핑몰의 고객 만족, 고객신뢰, 고객관계몰입에 대해 살펴보았고, 실제 종합 인터넷 쇼핑몰에서 엔터테인먼트제품을 구매한 경험이 있는 고객들을 대상으로 하여 설문조사를 실시하여, 인터넷 쇼핑몰 사이트 특성의 각 차원이 고객만족에 미치는 영향을 연구하고자 하였다. 그 결과 제품제시를 제외한 모든 요인들 즉, 시스템 성능, 보장, 고객배려는 인터넷 쇼핑몰 고객만족에 영향을 미침을 실증분석 결과 알 수 있었다. 또한 인터넷 쇼핑몰 고객특성 중 다양성 추구성향이나 소비자혁신성은 쇼핑몰 고객의 만족에 영향을 미치지 않지만, 자기실현성과 정보지향성은 인터넷 쇼핑몰의 고객만 족을 향상시키는 유의적인 결과를 확인할 수 있었다. 그리고 인터넷 쇼핑몰의 사이트 특성 이 신뢰에 미치는 영향을 살펴본 결과 고객배려를 제외한 모든 변수가 유의적이지 않은 것 으로 나타났는데 이는 쇼핑몰의 사이트특성은 만족을 매개로 하여 인터넷 쇼핑몰에 대한 전반적인 신뢰에 영향을 주는 것으로 보는 것이 더욱 타당하다고 할 수 있을 것이다. 또한 기대한 가설과 일치하게 만족과 신뢰는 몰입에 유의적인 영향을 미치는 것으로 실증분석 결과 나타났다 이미 포화상태에 들어간 인터넷 쇼핑몰에서 진정으로 새로운 고객을 창출 하고 고객을 지속적으로 유지하고자 하는 노력은 관계마케팅의 개념을 실제 쇼핑몰에서 적 용 시켜야 할 것이며 고객만족, 고객신뢰 및 고객관계몰입은 이러한 마케팅 노력의 핵심 개념임을 실증분석결과를 통해 확인할 수 있었다.

• Fashion & Textile Research Journal
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• v.21 no.1
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• pp.36-45
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• 2019

In 2000s, the rapid growth of domestic and foreign fast fashion brands led to an increase in the frequency of shopping for consumers and a significant reduction in the average life span of fashion products. As the kinds and quantity of fashion products owned by individuals increase, the problem of rational clothing management becomes a new concern. The purpose of this study was to investigate the demographic, socio-psychological and purchase behavior factors influencing the frequency of closet cleanup behavior. A total of 278 questionnaires were analyzed. Frequency, exploratory factor analysis, reliability, t-test and regression analysis were used for data analysis using SPSS 22.0. This study results were as follows. First, the frequency of women's closet cleanup behavior was higher than that of men's closet cleanup behavior. Second, the number of brothers and sisters significantly affected the frequency of closet cleanup behavior. Third, the stronger the attachment to fashion products, the higher the frequency of closet cleanup behavior. Fourth, the lower the fashion product retention tendency, the higher the frequency of closet cleanup behavior. Fifth, the higher the frequency of purchasing fashion products, the higher the frequency of closet cleanup behavior. The results of current study provide various implications for educators and marketers who are interested in reasonable management behavior of fashion goods.

• Journal of Digital Convergence
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• v.14 no.1
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• pp.91-97
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• 2016

The technological environment is rapidly affecting the way of shopping. When consumers go about retail activities, they not only use a single channel (e.g., traditional stores, mobile) but also combine different channels. This research focuses on the factors which influence the favorableness toward omni-channel shopping. Specifically, this paper investigates the effect of extraversion-introversion on the omni-channel shopping favorableness. Moreover, the effect of variety-seeking tendency is examined as a mediator. The results of an experiment using PROCESS program find that when participants are more extravert, they show greater favorableness toward omni-channel shopping and variety-seeking tendency mediates the effect of extraversion-introversion. Based on the findings, this research proposes managerial implications and several directions for further research.

• Journal of Intelligence and Information Systems
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• v.18 no.4
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• pp.19-42
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• 2012

Consumer consumption patterns are shifting rapidly as buyers migrate from offline markets to e-commerce routes, such as shopping channels on TV and internet shopping malls. In the offline markets consumers go shopping, see the shopping items, and choose from them. Recently consumers tend towards buying at shopping sites free from time and place. However, as e-commerce markets continue to expand, customers are complaining that it is becoming a bigger hassle to shop online. In the online shopping, shoppers have very limited information on the products. The delivered products can be different from what they have wanted. This case results to purchase cancellation. Because these things happen frequently, they are likely to refer to the consumer reviews and companies should be concerned about consumer's voice. E-commerce is a very important marketing tool for suppliers. It can recommend products to customers and connect them directly with suppliers with just a click of a button. The recommender system is being studied in various ways. Some of the more prominent ones include recommendation based on best-seller and demographics, contents filtering, and collaborative filtering. However, these systems all share two weaknesses : they cannot recommend products to consumers on a personal level, and they cannot recommend products to new consumers with no buying history. To fix these problems, we can use the information which has been collected from the questionnaires about their demographics and preference ratings. But, consumers feel these questionnaires are a burden and are unlikely to provide correct information. This study investigates combining collaborative filtering with the centrality of social network analysis. This centrality measure provides the information to infer the preference of new consumers from the shopping history of existing and previous ones. While the past researches had focused on the existing consumers with similar shopping patterns, this study tried to improve the accuracy of recommendation with all shopping information, which included not only similar shopping patterns but also dissimilar ones. Data used in this study, Movie Lens' data, was made by Group Lens research Project Team at University of Minnesota to recommend movies with a collaborative filtering technique. This data was built from the questionnaires of 943 respondents which gave the information on the preference ratings on 1,684 movies. Total data of 100,000 was organized by time, with initial data of 50,000 being existing customers and the latter 50,000 being new customers. The proposed recommender system consists of three systems : [+] group recommender system, [-] group recommender system, and integrated recommender system. [+] group recommender system looks at customers with similar buying patterns as 'neighbors', whereas [-] group recommender system looks at customers with opposite buying patterns as 'contraries'. Integrated recommender system uses both of the aforementioned recommender systems to recommend movies that both recommender systems pick. The study of three systems allows us to find the most suitable recommender system that will optimize accuracy and customer satisfaction. Our analysis showed that integrated recommender system is the best solution among the three systems studied, followed by [-] group recommended system and [+] group recommender system. This result conforms to the intuition that the accuracy of recommendation can be improved using all the relevant information. We provided contour maps and graphs to easily compare the accuracy of each recommender system. Although we saw improvement on accuracy with the integrated recommender system, we must remember that this research is based on static data with no live customers. In other words, consumers did not see the movies actually recommended from the system. Also, this recommendation system may not work well with products other than movies. Thus, it is important to note that recommendation systems need particular calibration for specific product/customer types.

• Journal of Korea Entertainment Industry Association
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• v.13 no.7
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• pp.99-118
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• 2019

This study confirmed the followings based on analysis of language messages in 718 advertisement in , AMOREPACIFIC's beauty magazine, published from 1958 to 2018 by product categories, era, in terms of purchase information, persuasive expression, word type. First, the number of pieces among 1980s to 1990s advertisement were the largest and, in terms of product categories, there were the greatest number of pieces in skincare, makeup and mens products. Second, headline and bodycopy had a different aspect in persuasive expression. "focused on image-making" was mainly used for head lines. Specifically, "situational image" was generally dominant. While the "user image" was higher before 1990's, "brand image" was as recent times. "Informal" was mostly applied for bodycopies, especially, "general information" and "differentiated information" was used the most. It is important to know what kind of information the brand established in each brand should be embodied rather than simply dividing the appeal method into "rational appeal" and "emotional appeal."Third, persuasive expression has different aspects in headlines and body copies. "focused on image-making" was mainly used as headlines. Specifically, "situational image" is dominant. Also, "user image" was high before 1990s but "brand image" got higher in recent times. "Informal" was mostly used as body copies, especially "general information" and "differentiated information" were the most frequently selected. Therefore, it is important to apprehend which information to specify established images by brands, rather than to divide "rational appeals" and "emotional appeals". Lastly, categorizing word type into brand names and headlines, foreign language was the most dominant in brand names and Chinese characters in headline. Remarkably, brand names in native language temporarily high in 70's and 80's, which could be interpreted to be resulted from the government policy promoting native language brands in those times. In addition, foreign language was frequently used in cosmetics and Chinese characters in men's product. It could be explained that colors or seasons in cosmetic products were expressed in foreign language in most case. On the other hand, the inclination of men's product consumers, where they pursue prestige or confidence in Chinese character, was actively reflected to language messages.

• CRM연구
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• v.4 no.2
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• pp.1-17
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• 2011

In the study of transaction coupling and consumer behavior it is argued that the satisfaction after consumption and consumer self-confidence would affect the degree of transaction coupling. Based on Kivetz(1999), this study expand transaction coupling which is a mental accounting process. Satisfaction after consumption and consumer self-confidence have been frequently cited as a key construct for predicting various consumer-related behaviors. The purpose of this research is to examine the effect of satisfaction after consumption and consumer self-confidence for hedonic products on transaction coupling. In order to explain the impact of consumer self-confidence clearly, the authors used a five-factor(i.e., information acquisition, consideration-set formation, personal and social outcomes, persuasion knowledge and marketplace interfaces). Using the scenario about baseball game, the authors manipulated the consumer satisfaction after consumption (satisfaction vs. dissatisfaction) between-subjects design. And consumer self-confidence was measured based on Bearden et al.(2001). The results of experimental study showed that the main effects of satisfaction after consumption is significant. The larger consumer satisfaction after consumption reflected a higher degree of transaction coupling. The 2-way interaction between satisfaction after consumption and consumer self-confidence is also significant. Specifically, the transaction coupling differentiation from satisfaction after consumption tends to be larger at high consumer-self confidence than at low one.