A Purchase Pattern Analysis Using Bayesian Network and Neural Network (베이지안 네트워크와 신경망을 이용한 구매패턴 분석)
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- Journal of the Korean Institute of Intelligent Systems
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- v.15 no.3
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- pp.306-311
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- 2005
To analyze the consumer's purchase pattern, we must consider a factor which is a cultural, social, individual, psychological and so on. If we consider the internal state by the consumer's purchase, Both the consumer's purchase action and the purchase factor can be predicted, so the corporation can use effectively in suitable goods development in a consumer's preference. These factors need a technology that treat uncertain information, because it is difficult to analyze by directly information processing. Therefore, bayesian network manages elements those the observation of inner state such as consumer's purchase is difficult. In addition, it is interpretable about data that the observation is impossible. In this paper, we examine the seller's know-how and the way of consumer's purchase to analyze consumer's purchase action pattern through goods purchase. Also, we compose the bayesian network based on the examined data, and propose the method that predicts purchase patterns. Finally, we remove the data including unnecessary attribute using the bayesian network, and analyze the consumer's Purchase pattern using Kohonen's SOM method.
Nowday, Cyber shopping mall increased market size. The Consumer Behavior chainged new trend. This study on the systematic access to establishment of the concept of cyber shopping mall as well as to problems to overall parts of EC service as well is required. The objectives of this study are that how service consumers perceive the quality of EC service, and that what effect the quality makes on their satisfaction and re-purchase intention. This means that the research enables a marketing manager to take the meaning of comparative weight among the components of EC service quality, and to provide very useful information to establish marketing strategies which are close to the consumers.
Recently the sales of PB products attribute shows a steady growth day by day. The consumers buy them due to low prices, however, lately they buy the high premium PB products. And thus the large distributors made a rapid growth of sales. The aim of this study is to analyze what the PB products attributes may affect the consumers' purchase behavior. First, the attribute factors of the PB products: store image, knowledge and information, quality perception, economic value etc. have effects on the consumer attitude after usage experience with PB products. Second, the consumer attitude after usage experience with PB products can have an effect on the purchase behavior. As a result of this study, the various attributes of PB products such as store image, knowledge and information, quality perception, economic value appeared to be positive effect. At the same time the attitude after buying the PB products showed positive effects on the purchase behavior.
Overview of Research: Product availability is one of important competences of store to fulfill consumer needs. If stock-outs which means a product what consumer wants to buy is not available occurs, consumer will face decision-making uncertainty that leads to consumer's negative responses such as consumer dissatisfaction on store. Stockouts was much studied in the field of academia as well as practice in other countries. However, stock-outs has not been researched at all in Marketing and/or Distribution area in Korea. The main objectives of this study are to find out determinants of consumer responses such as Substitute, Delay, and Leave(SDL) when consumer encounters out-of-stock situation and then to examine the effects of these factors on consumer responses. Specifically, this study focuses on situational characteristics(e.g., purchase urgency and surprise), store characteristics (e.g., product assortment and store convenience), and consumer characteristics (e.g., brand loyalty and store loyalty). Then, this study empirically investigates relationships these factors with consumers behaviors such as product substitution, purchase delay, and store switching.
본 연구는 패션 주얼리를 이용하는 소비자특성(과시소비, 패션리더, 상표충성도, 물질주의)과 주얼리 소비자들의 구매행동을 알아보는 데 그 목적이 있다. 연구의 대상은 서울과 서울근교에 거주하는 20대에서 50대까지 성인여성 중에 On-line(TV 홈쇼핑, 인터넷쇼핑, 카달로그쇼핑)과 Off-line (백화점, 대형할인점, 프랜차이즈 주얼리 브랜드상점, 동네 주얼리 상점)의 패션 주얼리 점포를 통해 패션 주얼리를 구입해 본적이 있는 성인 여성만을 선택하였다. (중략)
There is no doubt that distribution channels and services greatly satisfy consumers' desires. Lots of products and services, stimulate consumers to purchase products to relieve their depressed feeling/stress temporarily, leading them gradually to a shopping addiction. Shopping addiction generates lots of problems, damaging not only consumers themselves but also other consumers and the entire society. Therefore, the purposes of this study were 1) to examine psychological factors that affected addictive shopping orientation of consumers, 2) to explore the effects addictive shopping orientation on the post-purchase emotions(positive emotion/negative emotion), 3) to examine the effect of post-purchase emotions on post-purchase behaviors (repurchasing/refund and exchange/negative word of mouth). 4) the study explored the differences in terms of effects of addictive shopping orientations on post-purchase emotions and behaviors, depending on the retailing channel (online and off line). The study performed a questionnaire survey for female adults older than 18 years old, living Seoul and Pusan areas. By using 404 copies for questionnaires, factor analysis, reliability analysis, and Amos 7.0 were used for the data analysis. It was found that psychological variables, self-esteem, compensatory buying and impulsiveness, had significant effects on addictive shopping orientations. Addictive shopping orientations affect both positive and negative post-purchase emotions in case of off-line shopping. Negative post-purchase emotions have higher impact on the postpurchase behaviors than positive post-purchase emotions.
The visual activity comes first in the commodities marketing, which emphasizes the importance of the external appearance of package. Package expresses all the visual characters including colors, logos, phrases, and specific features and other design qualities. Package gives the first impression of these features strongly to the viewers. I surveyed and analyzed the objective factors of visual phenomena in seeing and recognizing goods. Especially I tried to deal with the theoretical background and purchase behavior of consumers. I also tried to find out what the first and largest stimuli are when consumers buy goods. In addition to this, I analyzed the priority order of those elements to give reference to others who would design package.
The purpose of this study is to examine the effects of selection attribute in big discount stores upon post-purchase consumer behavior and provide reference materials required for big discount stores to develop customer satisfaction strategies. As a result, this study shows the following findings: First, product-related factors had positive effects on post-purchase consumer behavior. Second, service-related factors had positive effects on post-purchase consumer behavior. Third, store-related factors had positive effects on post-purchase consumer behavior. Conclusively, it is advisable that big discount stores provide a variety of personalized services for customers to create and attract their trust, motivating effective recommendation to their acquaintances.
구매 계약과 구매에 직접적인 영향을 미치는 상품 가격에 반응하는 소비자의 행동은 꾸준한 주목을 받아왔다. 기존의 많은 연구에서 소비자는 상품을 사거나 계약을 할 때 과거 있었던 가격 또는 변할 수 있는 미래 가격을 고려하지 않고 현재 주어진 가격에만 반응을 보인다는 가정을 하였다. 또 다른 연구에서는 소비자는 미래 있을 가격이 어떠한 확률 분포를 따르는 지를 정확히 알고 반응을 보인다고 조금은 과장된 가정을 하였다. 하지만 최근의 연구에서는 소비자가 상품 판매자의 가격 결정 정책을 고려하면서 상품 구매 또는 구매 계약을 한다는 즉 가격에 민감한 반응을 보인다는 가정을 하게 되었다. 이 연구에서는 소비자가 상품 구매나 구매 계약 시 필요한 정보들 중 가장 중요한 상품의 가격을 어떻게 얻어서 이용하는지 분석해 보고자 한다. 즉 상품의 미래 가격 변화를 소비자가 어떻게 추정하여 구매 계약과 구매 시 이용 하는지를 분석하고자 한다. 이 연구에서는 소비자가 상품 구매 계약 시 가격을 추정하는 방법으로 과거의 경험에서 얻어진 가격들을 이용한다는 가정하의 수학적 모형을 세워 소비자의 가격 추정이 실제 상품 구매와 계약에 미치는 영향 그리고 판매자의 가격 결정에 미치는 영향을 분석해 보았다.
------Recently. as the level of common consumer thoughts of design has been highly developed. and the design oriented attitude of consumers. and it's research of behavior. are studied widely in business administration field. Accordingly the study of design has been endeavor to be studied bilaterlly by with related study like marketing as to secure the co-operative results and or conclusions which explain the consumer behaviors of product purchasing. This study is one of the conceptional trials steps which get in touch of design cognizance theoretically in design field. Main cotents are. A) The design oriented multi-attribute attitude factors regarding to consumer decision making. B) The design factors which give influences on purchasing products. C) The particularity of design factors is to be make on design cognizance. For these purpose, this study. above all. tries to survey the circumstance of design cognizance and the processing system of organizing design information. Finally "The product design cognizance system on consumers is represented hereinafter.fter.
shows the research model of this study. To accomplish above-mentioned research objectives, the following ten hypotheses were proposed and verified : is the estimation results of l\1NL model, and
shows the marginal effects for each determinant to consumer's responses(SDL). Significant statistical results were as follows. Purchase urgency, purchase quantities, pre-purchase plan, product assortment, store price image, brand loyalty, and store loyalty were turned out to be significant determinants to influence consumer alternative behaviors in case of out-of-stock situation. Specifically, first, product substitution behavior was triggered by purchase urgency, surprise, purchase quantities, pre-purchase plan, product assortment, store price image, brand loyalty, and store loyalty. Second, purchase delay behavior was led by purchase urgency, purchase quantities, and brand loyalty. Third, store switching behavior was influenced by purchase urgency, purchase quantities, pre-purchase plan, product assortment, store price image, brand loyalty, and store loyalty. Finally, when out-of-stock situation occurs, store convenience and salesperson service did not have significant effects on consumer alternative responses.
국내 주얼리 소비자들의 구매행동에 관한 연구
The Effect of Addictive Shopping Orientation on Post-purchase Emotions and Behaviors
(패션제품 중독구매성향이 구매 후 감정 및 행동에 미치는 영향)
Perceptual Effect of Package Design According to Consumers' Purchase Behavior
(소비자구매행동에 따른 포장디자인의 지각효과)
Effects of Food Selection Attribute on Post-purchase Consumer Behavior in Big Discount Stores
(대형 할인점에서 식품 선택 속성이 소비자의 구매 후 행동에 미치는 영향)
Price-Estimating and Contracting Process
(가격 추정이 계약 과정에 미치는 영향)
A Searching Product Design Cognizance System on Consumers
(소비자 제품디자인 인식체계의 규명)
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