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Detecting Stress Based Social Network Interactions Using Machine Learning Techniques

  • S.Rajasekhar;K.Ishthaq Ahmed
    • International Journal of Computer Science & Network Security
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    • 제23권8호
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    • pp.101-106
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    • 2023
  • In this busy world actually stress is continuously grow up in research and monitoring social websites. The social interaction is a process by which people act and react in relation with each other like play, fight, dance we can find social interactions. In this we find social structure means maintain the relationships among peoples and group of peoples. Its a limit and depends on its behavior. Because relationships established on expectations of every one involve depending on social network. There is lot of difference between emotional pain and physical pain. When you feel stress on physical body we all feel with tensions, stress on physical consequences, physical effects on our health. When we work on social network websites, developments or any research related information retrieving etc. our brain is going into stress. Actually by social network interactions like watching movies, online shopping, online marketing, online business here we observe sentiment analysis of movie reviews and feedback of customers either positive/negative. In movies there we can observe peoples reaction with each other it depends on actions in film like fights, dances, dialogues, content. Here we can analysis of stress on brain different actions of movie reviews. All these movie review analysis and stress on brain can calculated by machine learning techniques. Actually in target oriented business, the persons who are working in marketing always their brain in stress condition their emotional conditions are different at different times. In this paper how does brain deal with stress management. In software industries when developers are work at home, connected with clients in online work they gone under stress. And their emotional levels and stress levels always changes regarding work communication. In this paper we represent emotional intelligence with stress based analysis using machine learning techniques in social networks. It is ability of the person to be aware on your own emotions or feeling as well as feelings or emotions of the others use this awareness to manage self and your relationships. social interactions is not only about you its about every one can interacting and their expectations too. It about maintaining performance. Performance is sociological understanding how people can interact and a key to know analysis of social interactions. It is always to maintain successful interactions and inline expectations. That is to satisfy the audience. So people careful to control all of these and maintain impression management.

성인 발달장애인 대상 수단적 일상생활활동 작업치료 프로그램이 일상생활활동 및 삶의 질에 미치는 영향 (Impact of an Instrumental Daily Living Activities Occupational Therapy Program for Adults With Developmental Disabilities on Their Daily Living Activities and Quality of Life)

  • 정은화
    • 재활치료과학
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    • 제13권2호
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    • pp.85-94
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    • 2024
  • 목적 : 본 연구는 성인 발달장애인을 대상으로 수단적 일상생활활동 프로그램을 제공하였을 때 일상생활활동 및 삶의 질에 미치는 영향을 확인하고자 하였다. 연구방법 : 본 연구는 단일집단 사전-사후 실험설계로, E 장애인복지관의 성인 발달장애인 17명을 대상으로 시행하였다. 프로그램은 사전-사후 평가를 포함하여 총 10회기로 이루어졌으며, 장보기, 식사준비 및 정리, 가정관리, 안전 및 응급관리와 관련된 훈련 및 교육을 제공하였다. 평가도구는 삶의 질 설문지(Quality of Life: QOL), 한국어판 생활공간 평가(Korean version of the Life Space Assessment: K-LSA), 한국어판 수단적 일상생활활동(Korean version of the Instrumental Activities of Daily Living: K-IADL)을 사용하였다. 결과 : 수단적 일상생활활동 작업치료 프로그램 전과 후의 QOL과 K-IADL 점수에서 통계적으로 유의한 차이가 나타났으며, K-LSA 점수는 통계적으로 유의한 차이가 없었다. 결론 : 본 연구는 성인 발달장애인 대상으로 수단적 일상생활활동 프로그램을 시행함으로써 수단적 일상생활활동 수행도와 삶의 질에 긍정적인 영향을 주는 것을 확인하였다. 성인 발달장애인의 일상생활 및 사회참여를 영위하기 위해 일상생활활동 훈련을 포함한 작업참여의 중재가 확대되어야 한다.

소수민족집단체류지역(Ethnic Enclave)으로서의 옌볜거리의 장소성 형성 요인 분석 (An Analysis of Elements in Yen-Ben Street That Form a Sense of Place as an Ethnic Enclave)

  • 한성미;임승빈
    • 한국조경학회지
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    • 제36권6호
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    • pp.81-90
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    • 2009
  • 본 연구는 서울시에서 전형적인 소수민족집단체류지역(ethnic enclave)의 형태를 보이고 있는 가리봉동 "옌볜거리"의 장소성 형성 요인을 분석하고 그것이 함축하고 있는 의미를 찾음으로써, 국내 외국인 거주자 및 주거지역의 증가에 의한 문화적 다양성을 수용하고 그러한 다양성이 긍정적으로 발현될 수 있는 도시경관 형성에 기초적 자료를 제공하기 위하여 수행되었다. 소수민족집단체류지역(ethnic enclave)으로서의 옌볜거리의 장소성을 형성하는 요인은 다음과 같이 요약된다. 첫째, 장소성을 형성하는 물리적 환경 요인으로 나타난 쪽방촌과 열악한 공간적 환경은 외부자의 부정적 인식과는 달리 거주자에게는 그들의 경제여건에 부합하는 긍정적인 의미를 보였다 둘째, 연길에서의 그것과 유사한 색채 및 한글과 한문이 혼용된 간판은 옌볜거리에서의 장소성을 형성하는 물리적 환경 요인으로서, 내부인인 조선족에게는 구성원들 간의 내적 소통의 수단으로 조선족 문화의 정체성을 나타내는 요인으로 해석되었다. 셋째, 옌볜거리에서는 물리적 건축 환경 요소보다는 집단적 삶의 일상성을 충족시키는 구매활동, 여가 및 정보교환 활동이 장소성 형성에 더욱 크게 작용하고 있었다. 넷째, 공간적 전유(appropriation)현상과 주변과의 격리현상이 뚜렷이 나타났으며, 이러한 격리현상은 외부인에게 부정적 장소성을 형성하고 있었다. 다섯째, 조선족의 고향에 대한 인식, 문자 및 언어, 음식문화 등에서의 문화적 이중성(dualism) 및 혼재(mingling) 양상은 현재 옌볜거리의 장소성을 형성하는 주요한 요인으로 나타났다. 여섯째, 옌볜거리의 장소적 현상에 있어서 임시성(temporariness)이 두드러졌으며, 이러한 임시성은 불법체류라는 조건 하에서 더욱 강화되고, 이는 주거환경에 대한 무관심 등의 부정적 결과를 야기할 수 있으나, 동시에 그러한 임시성으로 인한 불안감을 완화시키고, 내부자간의 협력과 유대를 강화함으로써 긍정적으로 작용하는 장소성 형성 요인으로 나타났다.

현행 항공법상 상업서류 송달업의 문제점과 입법방향 (A Study on the Legal Aspects of International Express Courier Business)

  • 이창재
    • 항공우주정책ㆍ법학회지
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    • 제26권2호
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    • pp.125-147
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    • 2011
  • 현대산업사회에서 화물운송은 종래 대규모 완제품을 대량으로 운송하던 것과 달리, 소비자의 다양한 요구를 반영하여 여러 종류의 소규모 화물을 빈번하게 수송하는 것이 특징이라 할 수 있는데, 그러한 화물 운송업의 시류를 잘 반영하고 있는 것이 국제특송이라 할 것이다. 특히 해외 진출기업 및 유학생의 증가와 더불어 세계적인 한류 열풍, 해외 쇼핑몰을 통한 반입 물자의 증가 등으로 국제택배산업은 매년 10% 이상 성장하는 고성장산업이다. 국제특송에 관하여 현재까지 우리나라에서는 항공법에 '상업서류 송달업'으로 규정하여 근거규정을 두고 있었다. 하지만 동 규정에 대해 항공법과 연결되어 있는 우편법이 신서송달의 예외로 종전과 달리 '외국과 특급배달서비스를 이용하여 수발하는 서류'를 새롭게 추가하였으므로, 항공법상 상업서류 송달업에 관한 개정도 불가피한 상황에 놓이게 되었다. 항공법상 상업서류 송달업에 관한 규정을 개정하는 방안으로 항공법 특히 현재 제정안이 공포된 "항공사업법"상에 그 명칭을 변경하거나 문구를 수정하는 방안이 선행되어야 할 것이고, 이러한 근거규정의 정비와 별도로 당사자간의 권리와 의무, 사업자의 손해배상책임에 관한 새로운 입법을 모색하는 것이 바람직할 것으로 생각된다. 사견으로는 향후 택배관련 입법에 상업서류 송달업 즉, 국제특송업에 관한 내용을 추가하는 것을 제안한다. 국제특송업에 관한 입법에서는 먼저 국제특송업에 관한 개념 정의가 필요하다. 국제특송업은 운송주선적 측면과 운송적 측면을 동시에 가지고 있고, 필연적으로 육상과 항공의 복합운송이라는 점에서 독립적인 지위가 확인된다. 또한 국제특송 사업자의 손해배상책임에 관한 책임제한액과 관련하여, 현재 시행되고 있는 사업자의 약관은 대체적으로 항공운송인의 책임제한원칙을 가감없이 수용하고 있다. 항공운송이 전체 국제특송운송에서 필수적인 부분을 차지하는 점에서 이러한 책임원칙의 도입은 불가피할 것으로 보이나, 특송물품의 특성상 일반적인 항공화물과는 차이가 있어야 할 것이다. 사견으로는 송하인이 국제특송계약을 체결하는 시점에 추가 요금을 지급하고 별도의 보험에 가입함으로써 운송물의 손해발생 시에 고가의 손해배상금을 수령할 수 있는 제도를 활성화하는 것이 좋을 것으로 생각한다.

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도입주체에 따른 인터넷경로의 도입효과 (The Impact of the Internet Channel Introduction Depending on the Ownership of the Internet Channel)

  • 유원상
    • 마케팅과학연구
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    • 제19권1호
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    • pp.37-46
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    • 2009
  • The Census Bureau of the Department of Commerce announced in May 2008 that U.S. retail e-commerce sales for 2006 reached $ 107 billion, up from $ 87 billion in 2005 - an increase of 22 percent. From 2001 to 2006, retail e-sales increased at an average annual growth rate of 25.4 percent. The explosive growth of E-Commerce has caused profound changes in marketing channel relationships and structures in many industries. Despite the great potential implications for both academicians and practitioners, there still exists a great deal of uncertainty about the impact of the Internet channel introduction on distribution channel management. The purpose of this study is to investigate how the ownership of the new Internet channel affects the existing channel members and consumers. To explore the above research questions, this study conducts well-controlled mathematical experiments to isolate the impact of the Internet channel by comparing before and after the Internet channel entry. The model consists of a monopolist manufacturer selling its product through a channel system including one independent physical store before the entry of an Internet store. The addition of the Internet store to this channel system results in a mixed channel comprised of two different types of channels. The new Internet store can be launched by the independent physical store such as Bestbuy. In this case, the physical retailer coordinates the two types of stores to maximize the joint profits from the two stores. The Internet store also can be introduced by an independent Internet retailer such as Amazon. In this case, a retail level competition occurs between the two types of stores. Although the manufacturer sells only one product, consumers view each product-outlet pair as a unique offering. Thus, the introduction of the Internet channel provides two product offerings for consumers. The channel structures analyzed in this study are illustrated in Fig.1. It is assumed that the manufacturer plays as a Stackelberg leader maximizing its own profits with the foresight of the independent retailer's optimal responses as typically assumed in previous analytical channel studies. As a Stackelberg follower, the independent physical retailer or independent Internet retailer maximizes its own profits, conditional on the manufacturer's wholesale price. The price competition between two the independent retailers is assumed to be a Bertrand Nash game. For simplicity, the marginal cost is set at zero, as typically assumed in this type of study. In order to explore the research questions above, this study develops a game theoretic model that possesses the following three key characteristics. First, the model explicitly captures the fact that an Internet channel and a physical store exist in two independent dimensions (one in physical space and the other in cyber space). This enables this model to demonstrate that the effect of adding an Internet store is different from that of adding another physical store. Second, the model reflects the fact that consumers are heterogeneous in their preferences for using a physical store and for using an Internet channel. Third, the model captures the vertical strategic interactions between an upstream manufacturer and a downstream retailer, making it possible to analyze the channel structure issues discussed in this paper. Although numerous previous models capture this vertical dimension of marketing channels, none simultaneously incorporates the three characteristics reflected in this model. The analysis results are summarized in Table 1. When the new Internet channel is introduced by the existing physical retailer and the retailer coordinates both types of stores to maximize the joint profits from the both stores, retail prices increase due to a combination of the coordination of the retail prices and the wider market coverage. The quantity sold does not significantly increase despite the wider market coverage, because the excessively high retail prices alleviate the market coverage effect to a degree. Interestingly, the coordinated total retail profits are lower than the combined retail profits of two competing independent retailers. This implies that when a physical retailer opens an Internet channel, the retailers could be better off managing the two channels separately rather than coordinating them, unless they have the foresight of the manufacturer's pricing behavior. It is also found that the introduction of an Internet channel affects the power balance of the channel. The retail competition is strong when an independent Internet store joins a channel with an independent physical retailer. This implies that each retailer in this structure has weak channel power. Due to intense retail competition, the manufacturer uses its channel power to increase its wholesale price to extract more profits from the total channel profit. However, the retailers cannot increase retail prices accordingly because of the intense retail level competition, leading to lower channel power. In this case, consumer welfare increases due to the wider market coverage and lower retail prices caused by the retail competition. The model employed for this study is not designed to capture all the characteristics of the Internet channel. The theoretical model in this study can also be applied for any stores that are not geographically constrained such as TV home shopping or catalog sales via mail. The reasons the model in this study is names as "Internet" are as follows: first, the most representative example of the stores that are not geographically constrained is the Internet. Second, catalog sales usually determine the target markets using the pre-specified mailing lists. In this aspect, the model used in this study is closer to the Internet than catalog sales. However, it would be a desirable future research direction to mathematically and theoretically distinguish the core differences among the stores that are not geographically constrained. The model is simplified by a set of assumptions to obtain mathematical traceability. First, this study assumes the price is the only strategic tool for competition. In the real world, however, various marketing variables can be used for competition. Therefore, a more realistic model can be designed if a model incorporates other various marketing variables such as service levels or operation costs. Second, this study assumes the market with one monopoly manufacturer. Therefore, the results from this study should be carefully interpreted considering this limitation. Future research could extend this limitation by introducing manufacturer level competition. Finally, some of the results are drawn from the assumption that the monopoly manufacturer is the Stackelberg leader. Although this is a standard assumption among game theoretic studies of this kind, we could gain deeper understanding and generalize our findings beyond this assumption if the model is analyzed by different game rules.

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지속적 관여도 및 인지된 위험이 소비자의 온라인 상인선택 프로세스에 미치는 영향에 관한 연구: 요구신뢰 수준 개념을 중심으로 (How Enduring Product Involvement and Perceived Risk Affect Consumers' Online Merchant Selection Process: The 'Required Trust Level' Perspective)

  • 홍일유;이정민;조휘형
    • Asia pacific journal of information systems
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    • 제22권1호
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    • pp.29-52
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    • 2012
  • Consumers differ in the way they make a purchase. An audio mania would willingly make a bold, yet serious, decision to buy a top-of-the-line home theater system, while he is not interested in replacing his two-decade-old shabby car. On the contrary, an automobile enthusiast wouldn't mind spending forty thousand dollars to buy a new Jaguar convertible, yet cares little about his junky component system. It is product involvement that helps us explain such differences among individuals in the purchase style. Product involvement refers to the extent to which a product is perceived to be important to a consumer (Zaichkowsky, 2001). Product involvement is an important factor that strongly influences consumer's purchase decision-making process, and thus has been of prime interest to consumer behavior researchers. Furthermore, researchers found that involvement is closely related to perceived risk (Dholakia, 2001). While abundant research exists addressing how product involvement relates to overall perceived risk, little attention has been paid to the relationship between involvement and different types of perceived risk in an electronic commerce setting. Given that perceived risk can be a substantial barrier to the online purchase (Jarvenpaa, 2000), research addressing such an issue will offer useful implications on what specific types of perceived risk an online firm should focus on mitigating if it is to increase sales to a fullest potential. Meanwhile, past research has focused on such consumer responses as information search and dissemination as a consequence of involvement, neglecting other behavioral responses like online merchant selection. For one example, will a consumer seriously considering the purchase of a pricey Guzzi bag perceive a great degree of risk associated with online buying and therefore choose to buy it from a digital storefront rather than from an online marketplace to mitigate risk? Will a consumer require greater trust on the part of the online merchant when the perceived risk of online buying is rather high? We intend to find answers to these research questions through an empirical study. This paper explores the impact of enduring product involvement and perceived risks on required trust level, and further on online merchant choice. For the purpose of the research, five types or components of perceived risk are taken into consideration, including financial, performance, delivery, psychological, and social risks. A research model has been built around the constructs under consideration, and 12 hypotheses have been developed based on the research model to examine the relationships between enduring involvement and five components of perceived risk, between five components of perceived risk and required trust level, between enduring involvement and required trust level, and finally between required trust level and preference toward an e-tailer. To attain our research objectives, we conducted an empirical analysis consisting of two phases of data collection: a pilot test and main survey. The pilot test was conducted using 25 college students to ensure that the questionnaire items are clear and straightforward. Then the main survey was conducted using 295 college students at a major university for nine days between December 13, 2010 and December 21, 2010. The measures employed to test the model included eight constructs: (1) enduring involvement, (2) financial risk, (3) performance risk, (4) delivery risk, (5) psychological risk, (6) social risk, (7) required trust level, (8) preference toward an e-tailer. The statistical package, SPSS 17.0, was used to test the internal consistency among the items within the individual measures. Based on the Cronbach's ${\alpha}$ coefficients of the individual measure, the reliability of all the variables is supported. Meanwhile, the Amos 18.0 package was employed to perform a confirmatory factor analysis designed to assess the unidimensionality of the measures. The goodness of fit for the measurement model was satisfied. Unidimensionality was tested using convergent, discriminant, and nomological validity. The statistical evidences proved that the three types of validity were all satisfied. Now the structured equation modeling technique was used to analyze the individual paths along the relationships among the research constructs. The results indicated that enduring involvement has significant positive relationships with all the five components of perceived risk, while only performance risk is significantly related to trust level required by consumers for purchase. It can be inferred from the findings that product performance problems are mostly likely to occur when a merchant behaves in an opportunistic manner. Positive relationships were also found between involvement and required trust level and between required trust level and online merchant choice. Enduring involvement is concerned with the pleasure a consumer derives from a product class and/or with the desire for knowledge for the product class, and thus is likely to motivate the consumer to look for ways of mitigating perceived risk by requiring a higher level of trust on the part of the online merchant. Likewise, a consumer requiring a high level of trust on the merchant will choose a digital storefront rather than an e-marketplace, since a digital storefront is believed to be trustworthier than an e-marketplace, as it fulfills orders by itself rather than acting as an intermediary. The findings of the present research provide both academic and practical implications. The first academic implication is that enduring product involvement is a strong motivator of consumer responses, especially the selection of a merchant, in the context of electronic shopping. Secondly, academicians are advised to pay attention to the finding that an individual component or type of perceived risk can be used as an important research construct, since it would allow one to pinpoint the specific types of risk that are influenced by antecedents or that influence consequents. Meanwhile, our research provides implications useful for online merchants (both online storefronts and e-marketplaces). Merchants may develop strategies to attract consumers by managing perceived performance risk involved in purchase decisions, since it was found to have significant positive relationship with the level of trust required by a consumer on the part of the merchant. One way to manage performance risk would be to thoroughly examine the product before shipping to ensure that it has no deficiencies or flaws. Secondly, digital storefronts are advised to focus on symbolic goods (e.g., cars, cell phones, fashion outfits, and handbags) in which consumers are relatively more involved than others, whereas e- marketplaces should put their emphasis on non-symbolic goods (e.g., drinks, books, MP3 players, and bike accessories).

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