Research Progress of User Portrait Technology in Medical Field

Gao, Mengke; Zhang, Yan; Gao, Yingming

doi:10.1145/3500931.3501016

Cited by 2 publications

(3 citation statements)

References 6 publications

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“…In the increasingly competitive market environment, there is consensus in the industry that improving user experience in service capabilities is an important area in need of innovations in service capabilities. Obtaining accurate user portraits is core to the competitiveness of enterprises [49,50]. According to the three different life style clusters of consumers of electric scooters found in this study, further refinement of profiles of target users and providing better service value for the specific target user groups can enhance the ability of enterprises to differentiate their products and compete in user experience.…”

Section: Discussionmentioning

confidence: 96%

Discussion on the Purchase Factors and the User Demands of Electric Scooters from the Perspective of Consumers’ Life Style—A Case Study on Gogoro

Jia

Yang

2022

Processes

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With the development and popularization of the concept of a sustainable environment, the green energy industry represented by electric scooters has entered a vigorous development period. However, consumers are reluctant to buy electric scooters, resulting in low sales, which is limiting the development of the electric scooter industry. Therefore, from the perspective of different consumer life styles, this study explored the impact on the purchasing decisions and user demands, so as to inform design strategy for the development of a sustainable electric scooter industry. This study adopted the methods of expert interview and questionnaire survey, used the self-made consumer life style and electric scooter product attribute scale as the research tool, and carried out quantitative analysis with the help of statistical software. It showed that compared with consumers’ awareness of environmental protection, product performance is the key factor that attracts consumers to buy electric scooters, More than consumers’ awareness of environmental protection, our study showed that product performance is the primary determinate of a consumers’s decision to purchase electric scooters. The consumer of the electric scooter can be categorized into three life style groups: “brand-conscious group”, “environmental and cost saving group” and “trendy adventurers group”. Outside of the “environmental and cost savings” group, the least important attribute that drive purchasing decisions was environmental sustainability. This can also inform more effective governmental policies and education to promote greater environmental protection. Each life style consumer group prioritizes different product attributes; therefore, electric scooter manufacturers should view each group as distinct market segments and draw up different product design and marketing strategies.

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Section: Discussionmentioning

confidence: 96%

Discussion on the Purchase Factors and the User Demands of Electric Scooters from the Perspective of Consumers’ Life Style—A Case Study on Gogoro

Jia

Yang

2022

Processes

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“…With the increasing demand for personalized services across multiple industries, user portrait technology has emerged as a prominent area of interest [18]. The concept of user portraits was initially introduced by Alan Cooper [19], considered the pioneer of interaction design.…”

Section: Introductionmentioning

confidence: 99%

“…User portraits are created by leveraging extensive user behavior data to generate a comprehensive and detailed description of their characteristics, transforming the data into a valuable tool for problem-solving purposes [20]. The wide application of user portraits has also made positive contributions in intrusion detection [21], personalized recommendation [22], medical [18], public opinion analysis [23], and other fields. Conventional mainstream user profiling methods encompass collaborative filtering, content-based, and knowledge-based approaches [24].…”

Section: Introductionmentioning

confidence: 99%

Consumer Default Risk Portrait: An Intelligent Management Framework of Online Consumer Credit Default Risk

Zhu,

Shia,

et al. 2024

Mathematics

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Online consumer credit services play a vital role in the contemporary consumer market. To foster their sustainable development, it is essential to establish and strengthen the relevant risk management mechanism. This study proposes an intelligent management framework called the consumer default risk portrait (CDRP) to mitigate the default risks associated with online consumer loans. The CDRP framework combines traditional credit information and Internet platform data to depict the portrait of consumer default risks. It consists of four modules: addressing data imbalances, establishing relationships between user characteristics and the default risk, analyzing the influence of different variables on default, and ultimately presenting personalized consumer profiles. Empirical findings reveal that “Repayment Periods”, “Loan Amount”, and “Debt to Income Type” emerge as the three variables with the most significant impact on default. “Re-payment Periods” and “Debt to Income Type” demonstrate a positive correlation with default probability, while a lower “Loan Amount” corresponds to a higher likelihood of default. Additionally, our verification highlights that the significance of variables varies across different samples, thereby presenting a personalized portrait from a single sample. In conclusion, the proposed framework provides valuable suggestions and insights for financial institutions and Internet platform managers to improve the market environment of online consumer credit services.

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Research Progress of User Portrait Technology in Medical Field

Cited by 2 publications

References 6 publications

Discussion on the Purchase Factors and the User Demands of Electric Scooters from the Perspective of Consumers’ Life Style—A Case Study on Gogoro

Discussion on the Purchase Factors and the User Demands of Electric Scooters from the Perspective of Consumers’ Life Style—A Case Study on Gogoro

Consumer Default Risk Portrait: An Intelligent Management Framework of Online Consumer Credit Default Risk

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