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고객관계관리에서 신경망을 이용한 제품-고객군의 형성에 관한 연구 (A Study on Product-Customer Group Formation Using Neural Networks for CRM)

  • 황인수
    • Asia pacific journal of information systems
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    • 제11권4호
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    • pp.27-41
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    • 2001
  • CRM is at the core of any customer-focused business strategy and includes the people, processes, and technology questions associated with marketing, sales, and service. In today's hyper-competitive world, organizations looking to implement successful CRM strategies need to focus on a common view of the customer using integrated information systems and contact center implementations that allow the customer to communicate via any desired communication channel. A CRM solution contains a number of sophisticated tools that enable to extract detailed information about customers. This information can be used to gain a better understanding of customers. From this we can determine trends, and so refine business toward customers' needs and target new products to particular customer groups. This paper presents an approach for forming the product-customer groups using neural networks for customer relationship management. The Carpenter-Grossberg's neural network, which has been used for manufacturing cell formation in group technology, is modified and applied for product-customer group formation. As a result of numerical experiments, it is also useful for more complex problems in which customers have different preferences for each product.

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THE INDEFINITE LANCZOS J-BIOTHOGONALIZATION ALGORITHM FOR SOLVING LARGE NON-J-SYMMETRIC LINEAR SYSTEMS

  • KAMALVAND, MOJTABA GHASEMI;ASIL, KOBRA NIAZI
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제24권4호
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    • pp.375-385
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    • 2020
  • In this paper, a special indefinite inner product, named hyperbolic scalar product, is used and all acquired results have been raised and proved with the proviso that the space is equipped with this indefinite scalar product. The main objective is to be introduced and applied an indefinite oblique projection method, called Indefinite Lanczos J-biorthogonalizatiom process, which in addition to building a pair of J-biorthogonal bases for two used Krylov subspaces, leads to the introduction of a process for solving large non-J-symmetric linear systems, i.e., Indefinite two-sided Lanczos Algorithm for Linear systems.

Predicting Selling Price of First Time Product for Online Seller using Big Data Analytics

  • Deora, Sukhvinder Singh;Kaur, Mandeep
    • International Journal of Computer Science & Network Security
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    • 제21권2호
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    • pp.193-197
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    • 2021
  • Customers are increasingly attracted towards different e-commerce websites and applications for the purchase of products significantly. This is the reason the sellers are moving to different internet based services to sell their products online. The growth of customers in this sector has resulted in the use of big data analytics to understand customers' behavior in predicting the demand of items. It uses a complex process of examining large amount of data to uncover hidden patterns in the information. It is established on the basis of finding correlation between various parameters that are recorded, understanding purchase patterns and applying statistical measures on collected data. This paper is a document of the bottom-up strategy used to manage the selling price of a first-time product for maximizing profit while selling it online. It summarizes how existing customers' expectations can be used to increase the sale of product and attract the attention of the new customer for buying the new product.

신규제품 아키텍처 개발을 위한 기업조직의 설계 -PDA 개발에 있어 샤프와 카시오의 개발조직 비교 분석-

  • 위정현
    • 기술경영경제학회:학술대회논문집
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    • 기술경영경제학회 2005년도 27회 하계학술발표회 논문집
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    • pp.44-68
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    • 2005
  • The purpose of this paper is to analyze the organizational design and management of product development in creating new product architecture by an established firm. For the purpose, the paper put up the organizational design in the process of PDA(Personal Digital Assistant) development of Sharp and Casio which were Japanese major PDA firms in 1990s. PDA is the product born through architectural change from Electronic Organizer. Prior research on the product architecture change and organizational adaptation emphasized that an established firm is difficult to adapt to new product architecture due to the restriction of prior technology or organizational inertia. For overcoming these problems and successful development of new product architecture, organizational design and management in the process of product development becomes essential. In case of Sharp, corporate development project team had been used to overcome the restrictions from architectural knowledge accumulated through previous product. After launching first new PDA by corporate development project team, Sharp created a new division and pushed an evolution of PDA, when new PDA market start to grow up rapidly toward a major market segmentation. As a result, Sharp was able to build up stable PDA project trajectory. However, Casio was late for three years in launching of new PDA architecture because previous division charging of Electronic Organizer tried to develop first new PDA. Casio's PDA development was prohibited by engineers of previous division because new PDA architecture was inferior on user interface and display definition. That is, Casio's first PDA development was restricted by architectural knowledge of previous product.

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RSS를 이용한 실시간 상품정보 수집시스템의 설계 (System Design for Collecting Real-Time Product Information Using RSS)

  • 뭉크자야;고선우
    • 산업경영시스템학회지
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    • 제35권1호
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    • pp.1-9
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    • 2012
  • It is well known that internet shoppers are very sensitive to sale prices. They visit the various shopping malls and collect the product information including purchase conditions for goods purchase decision-making. Recently the necessity of information support is increasing because of increase of information amount which is necessary and complexity of goods purchase decision-making process. The comparison shopping agent systems have provided price comparison information which is collected from various shopping malls to satisfy internet shoppers information craving. But the frequent price change caused by keen price competition is becoming the primary reason of information quality decline among price comparison sites. RSS which is a family of web feed formats used to publish frequently updated is applied even in on-line shopping malls. This paper develops a RSS product information collection system to get real-time product information. The proposed product information system consists of (1) web crawler module for searching RSS feed shopping malls automatically, (2) RSS reader module for parsing product information from RSS feed file, (3) product DB and (4) product searching module. Performance of the proposed system is higher than the comparison shopping agent systems when it is defined with the volume of collecting product information per unit time.

온라인 쇼핑몰 패션 제품 설명 소구 유형과 댓글의 방향성.유형에 관한 연구 (A Study on the Fashion Product Description Appeal Type, the Direction and Type of Consumer Replies on Online Shopping Mall)

  • 김보경;김미숙
    • 복식문화연구
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    • 제18권3호
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    • pp.408-422
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    • 2010
  • The purposes of this study is to investigate the attitudes and value of fashion product description and consumer replies used in online shopping malls, and to examine the differences in the perceived reliability(objectivity, expertise, trustworthiness) preference and purchase intention toward the product as determined by the appeal type (evaluation-sentimental vs. factual-information) of the product description, the direction(negative vs. positive) and type(factual vs. evaluative) of consumer replies for the product in online shopping malls. Data was collected from female college students with fashion products purchase experience at online shopping malls by questionnaire survey (N=424) and analyzed by using frequency analysis, t-test and ANOVA. Results showed that consumers respondents tended to read product description and other consumer replies before purchasing, when shopping for fashion products through an on-line shopping mall. They thought that sellers' product description and the consumers' replies were helpful in making their decision; but, they were also skeptical about product description. Respondents showed higher perceived reliability, preference and purchase intention to the factual-information type product description than the evaluation-sentimental type. Positive consumer replies were more effective in yielding higher preferences and purchase intentions. Factual replies tend to yield higher reliability than evaluative replies.

패션브랜드 확장시 모 브랜드와의 자아이미지 일치성과 지각된 위험, 제품지식이 확장제품의 태도에 미치는 영향 - 조정적 역할을 중심으로 - (The effect of congruency of parent brand image with self-image, perceived risk, and product knowledge on the attitude towards extended product in fashion brand extension - Focusing on moderating effects -)

  • 이영주
    • 복식문화연구
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    • 제23권1호
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    • pp.63-73
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    • 2015
  • The purpose of this study was to investigate the effect of congruency of parent brand image with self-image, perceived risk, and product knowledge on the attitude towards extended product in fashion brand extension. A survey questionnaire was used to collect data from 170 female college students and collected data were subjected to descriptive analysis and regression analysis using SPSS Window program. The results of this study showed that the congruency of parent brand image with self-image and perceived risk had a positive effect on attitude towards extended product, whereas product knowledge had a negative effect on attitude towards extended product in fashion brand extension. Also, the congruency of parent brand image with self-image had a positive effect on the attitude towards extended product in fashion brand extension with positive moderating effect of perceived risk and negative mediating effect of product knowledge.

Product Innovation Accounting, Customer Response Capability and Market Success: An Empirical Investigation in Thailand

  • SUKANTHASIRIKUL, Kanchana;PHORNLAPHATRACHAKORN, Kornchai
    • The Journal of Asian Finance, Economics and Business
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    • 제8권10호
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    • pp.65-76
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    • 2021
  • This study aims at investigating the effect of product innovation accounting on the market success of instant food and convenience food businesses in Thailand with customer response capability as the mediator. In addition, it examines the effects of management accounting systems, marketing intelligence, and technology orientation on product innovation accounting. The sample for this study is 258 instant food and convenience food businesses in Thailand. To test the research relationships, a structural equation model is used. The results of this study show that product innovation accounting has a significant effect on both customer response capability and market success. Similarly, customer response capability significantly leads to market success while it mediates the product innovation accounting-market success relationship. Testing the antecedents of the research relationships, management accounting system, marketing intelligence, and technology orientation potentially affect product innovation accounting. Accordingly, product innovation accounting is a key source of competitive advantage. Product innovation accounting must be recognized by company management as a strategic tool for competing in markets and environments. They must invest their resources and capabilities to create and develop product innovation accounting principles, as well as encouraging their staff to implement and use these principles in the workplace.

리테일 매장에서 제품 희소성이 제품 평가에 미치는 영향: 큐레이션 메시지의 역할을 중심으로 (The Scarcity Effect on Product Evaluation in Retail: The Curation Message Role)

  • 이승윤;채수준;김진욱
    • 유통과학연구
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    • 제16권3호
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    • pp.79-86
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    • 2018
  • Purpose - Many retail stores tend to use scarcity-laden message in order to influence consumers, where scarcity refers to insufficiency of product supply or time of availability. For example, inside stores, the displayed products are often accompanied by scarcity message such as 'exclusive offer, limited time only.' According to past research, scarcity has a positive effect on product evaluation, since scarcity can acts as a signal of consumer demand, and thus product quality. Prior studies argue that consumers face a scarce product, they logically infer that other consumers buying the product in large numbers cause the scarcity. We propose that scarcity can be interpreted as a sales tactic artificially created by retail stores in order to increase sales of product. Research design, data, and methodology - We use a persuasion knowledge perspective framework to develop our hypotheses. In the present research, we show that product curation type is a key variable that moderates consumer response to scarcity, and thus the scarcity effect on product evaluation. Results - In this research, we showed when scarcity-laden message was used inside the store using consumer-centric curation message, scarcity had a positive effect on product evaluation. In contrast, when scarcity-laden message was used inside the store using marketer-centric curation message, the positive of scarcity message on product evaluation was diluted. Conclusions - Our study makes two important contributions to the literature on consumer response to scarcity. First, we identify a variable - namely, product curation type - that determines when either 'scarcity = good' or 'scarcity = marketing tactic' interpretation is likely to be dominant. Second, we cite persuasion knowledge perspective to explain the moderating function of product curation type in a retail store-related scarcity context. This research is relevant to practitioners, such as brand manager, retail environment manager, and advertising agencies, for the effective use for the scarcity-laden message in retail. The proposed moderator can operate in many real-life situations in retail where consumers are exposed to scarcity. And curation message related to scarcity has been facilitated by the inner-retail activities. These factors of the marketplace indicate that the boundary conditions of scarcity can have a significant effect on real-life consumer judgment.

효율적인 소프트웨어 제품라인 회귀시험을 위한 자동화된 코드 기반 시험 방법 (Efficient Code-based Software Product Line Regression Testing)

  • 정필수;강성원
    • 소프트웨어공학소사이어티 논문지
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    • 제29권2호
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    • pp.1-6
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    • 2020
  • 소프트웨어 제품라인 개발은 제품군의 개발을 위하여 공통적인 부분과 가변적인 부분을 분리 개발함으로써 중복개발을 피하여 효율적으로 제품군을 개발하는 개발 패러다임이다. 소프트웨어 제품라인 개발에서 제품군을 생성하기 위해 사용되는 소스코드를 제품라인 코드 베이스라고 부르고, 제품라인 코드 베이스가 변경되어 제품군의 제품들이 영향을 받을 때 영향 받은 제품들을 시험하는 활동을 제품라인 회귀시험이라고 한다. 이 때 제품군의 각 제품을 개별적으로 시험하는 대신, 변경과 무관한 시험을 파악하여 피할 수 있다면 효율적인 제품라인 회귀시험이 가능해 질 것이다. 본 논문은 이런 방법으로 소프트웨어 제품라인 회귀시험을 효율적으로 수행하는 자동화된 방법인 SRTS를 소개한다. 이 방법은, 먼저 제품라인 코드 베이스와 시험 항목을 공통성과 가변성을 기반으로 나누고 변경에 영향을 받는 시험 항목을 식별하여 선택한 후, 선택된 시험 항목만을 재실행함으로써 불필요한 시험을 줄인다.