Trust Graph-Based Gift Exchange Recommendation System
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Solution Overview
Problem
Online commerce lacks the social aspects of traditional shopping, making it difficult for consumers to find suitable products, and involves complex processes like filling out forms and waiting for delivery, which can be cumbersome.
Innovation Solution
A system utilizing trust graphs to improve product recommendations and purchasing by identifying trusted users and recommending products based on their trust levels, allowing for streamlined purchasing and gift exchanges within a social network framework.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If online commerce platforms provide a wide range of products for selection, then consumers have more options available, but consumers experience difficulty finding products that suit their needs due to the large number of options
Solution Approach 1:
The patent introduces social trust relationships as an intermediary mechanism to bridge consumers and products. By leveraging trust graphs that map relationships between users and their purchasing behaviors, the system filters and recommends products through trusted connections rather than requiring consumers to navigate through all available options manually.
Solution Approach 2:
The system implements feedback loops where consumer purchasing decisions and trust relationship changes continuously update the trust graph. This feedback mechanism allows the system to learn from user behavior and refine product recommendations over time, improving the ease of finding suitable products while maintaining wide selection availability.
2Reliability
If online purchasing processes include detailed forms for payment and shipment information, then transaction security and accuracy are improved, but the purchasing process becomes more complicated and time-consuming
Solution Approach 1:
The patent applies preliminary action by establishing trust relationships and verifying user identities before the actual purchasing process. The trust graph pre-validates transaction participants, so when a purchase occurs, the system can streamline forms and processes for trusted users, reducing complexity while maintaining security through prior verification.
Solution Approach 2:
The system enables self-service through automated trust verification and streamlined checkout processes for users with established trust relationships. The trust graph automatically validates transactions, reducing the need for manual form filling and complex verification steps, thereby simplifying the purchasing process while maintaining reliability.
3Ease of operation
If online shopping is conducted individually without social interaction, then purchasing convenience is improved, but the social aspects of traditional shopping are lost making it harder to evaluate product options
Solution Approach 1:
The patent reintroduces social evaluation information through trust graphs as an intermediary layer. Instead of requiring direct social interaction during shopping, the system uses pre-established trust relationships to convey social evaluation data, allowing individual online shopping to benefit from collective social wisdom without sacrificing convenience.
Solution Approach 2:
The system copies social evaluation patterns from traditional shopping into the digital realm by representing trust relationships and recommendations in structured data formats. This allows social information to be replicated and distributed through the trust graph, enabling individual users to access collective evaluation data without physical social interaction.
Data Source
AI summary
In some embodiments, a method comprises receiving at least two parameters for a gift exchange from an organizer of the gift exchange. The at least two parameters can comprise a set of participants and a budget. The method further comprises identifying a gift exchange recipient for a respective participant in the set of participants, determining one or more gifts for the gift exchange recipient based at least in part on the budget and a first trust graph, and arranging for display the one or more determined gifts to the respective participant. In many embodiments, the first trust comprises levels of trust associated with the gift exchange recipient. Other embodiments also are disclosed herein.