{"schema_version":"1.0","canonical_url":"https://patentable.app/patents/US-9854299","patent":{"patent_number":"US-9854299","title":"Image display device and operation method thereof","assignee":null,"inventors":[],"filing_date":"2014-05-28T00:00:00.000Z","publication_date":"2017-12-26T00:00:00.000Z","cpc_codes":["H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N","H04N"],"num_claims":14,"abstract":"An operation method of an image display device used by users according to an embodiment of the present invention comprises the steps of: receiving user data of a user and user data of at least one user group; collecting viewing history information of the user and viewing history information of the at least one user group; extracting a plurality of user viewing patterns using the user data and the viewing history information; and providing a referral program corresponding to a user viewing pattern of a highest priority on a basis of priorities of the extracted user viewing patterns, wherein the user group includes at least two users among the plurality of users."},"analysis":{"summary":"The Image Display Device and Operation Method Thereof patent introduces an innovative approach to personalized content delivery. The core innovation lies in its ability to analyze user data and viewing history to create user viewing patterns and provide referral programs tailored to individual users. This system addresses the problem of generic and irrelevant content recommendations by leveraging sophisticated algorithms to extract viewing patterns and prioritize them, ensuring that the most relevant content is presented to users. The key technical approach involves collecting user data, extracting viewing patterns, and delivering personalized referral programs based on these patterns. This technology offers significant business value by enhancing user engagement, increasing conversion rates, and driving revenue growth. The market opportunity is vast, as personalized content delivery is becoming increasingly important across various industries, including entertainment, e-commerce, and digital advertising. This technology has the potential to transform how content is consumed and delivered, creating a more engaging and satisfying user experience. The ability to adapt to changing user preferences and behaviors makes this technology a valuable asset for any organization looking to enhance its user engagement and drive business growth.","layman_explanation":"The Image Display Device and Operation Method Thereof patent aims to solve the problem of irrelevant content recommendations that plague many digital platforms today. Existing solutions often provide generic recommendations that fail to capture individual user preferences, leading to user frustration and disengagement. This patent offers a more effective approach by analyzing user data and viewing history to create personalized referral programs.\n\nThe technology works by collecting data on what users watch, click on, and interact with. This data is then used to identify patterns in user behavior and create a profile of individual user preferences. Based on these profiles, the system can then recommend content that is tailored to each user's specific interests. For example, if a user frequently watches documentaries about space exploration, the system will recommend similar content in the future. This conceptual explanation avoids technical jargon and focuses on the overall functionality of the system.\n\nThis technology matters because it has the potential to significantly improve user engagement and satisfaction. By providing users with more relevant content, the system can increase the likelihood that they will continue to use the platform and engage with its offerings. This can lead to increased revenue for businesses and a more satisfying experience for users. The market impact of this technology could be substantial, as personalized content delivery is becoming increasingly important across various industries.\n\nFuture applications of this technology could include personalized advertising, personalized education, and personalized healthcare. As data collection and analysis techniques continue to improve, the potential for personalized experiences will only grow. This could lead to a future where every user interaction is tailored to their individual needs and preferences.","technical_analysis":"The Image Display Device and Operation Method Thereof presents a system designed to personalize content display based on user data. The technical architecture involves several key modules. First, a data collection module gathers user data, including viewing history, demographics, and explicit preferences. This data is then fed into a viewing pattern extraction module, which employs machine learning algorithms to identify recurring patterns in user behavior. These algorithms may include clustering techniques to group users with similar viewing habits, as well as association rule mining to discover correlations between different content items. The system then utilizes a prioritization algorithm to rank the extracted viewing patterns based on factors such as frequency, recency, and user-stated preferences. The referral program delivery module uses these prioritized patterns to select and display relevant content to the user. The implementation details involve careful consideration of data storage, processing power, and algorithm efficiency. The system must be able to handle large volumes of data in real-time to provide timely and relevant recommendations. Integration with existing content management systems and user authentication platforms is also crucial. Performance characteristics are measured by metrics such as click-through rates, conversion rates, and user satisfaction scores. Code-level implications involve the development of efficient algorithms for data analysis and pattern extraction, as well as robust APIs for integrating with other systems.","business_analysis":"The Image Display Device and Operation Method Thereof patent presents a significant market opportunity in the realm of personalized content delivery. The market for personalized content is rapidly growing, driven by increasing consumer demand for relevant and engaging experiences. This technology offers a competitive advantage by providing a more sophisticated and effective approach to content personalization. The revenue potential is substantial, as businesses can leverage this technology to increase user engagement, drive conversions, and generate higher advertising revenue. Potential business models include licensing the technology to content providers, offering a subscription-based service for personalized content delivery, and integrating the technology into existing advertising platforms. The strategic positioning of this technology is strong, as it addresses a critical need in the market and offers a clear value proposition. ROI projections indicate that businesses can achieve significant returns on investment by implementing this technology, due to increased user engagement and revenue generation.","faqs":[{"answer":"The Image Display Device and Operation Method Thereof is a patented technology that personalizes content delivery on image displays. It analyzes user data and viewing history to create user viewing patterns and provide referral programs tailored to individual users. This system aims to enhance user engagement by presenting content that aligns with their specific interests. The core of the system lies in its ability to extract meaningful patterns from user behavior, enabling the delivery of highly relevant and engaging content. This innovation addresses the growing need for personalized experiences in the digital age. The technology is designed to adapt to changing user preferences, ensuring that the content remains relevant over time.","question":"What is Image Display Device and Operation Method Thereof?"},{"answer":"The Image Display Device and Operation Method Thereof operates by first collecting user data and viewing history from various sources. This data is then analyzed to extract patterns in user behavior. Machine learning algorithms are used to create user-specific viewing profiles. These profiles are then used to suggest content tailored to each user's specific interests. The system prioritizes referral programs based on the extracted viewing patterns, ensuring that the most relevant content is presented to users. This process involves a sophisticated combination of data collection, analysis, and delivery, resulting in a highly personalized user experience. The system is designed to continuously learn and adapt to changing user preferences, ensuring that the content remains relevant over time.","question":"How does Image Display Device and Operation Method Thereof work?"},{"answer":"The Image Display Device and Operation Method Thereof solves the problem of generic and irrelevant content recommendations that often plague digital platforms. Traditional content delivery systems often fail to capture the nuances of individual user preferences, leading to user frustration and disengagement. This technology addresses this problem by analyzing user data and viewing history to create personalized referral programs. By understanding individual user preferences, the system can deliver content that is more relevant, engaging, and ultimately more valuable","question":"What problem does Image Display Device and Operation Method Thereof solve?"}],"topics":["personalized content","image display","recommendation system","viewing history","user engagement","image","display","device"],"tech_cluster":null},"seo":{"title":"Image Display Device and Operation Method Thereof - Patent US-9854299","description":"Discover how this image display device personalizes content using viewing history. Full patent analysis, claims, and technical details.","keywords":["personalized content","image display","recommendation system","viewing history","user engagement","patent","patent US-9854299"]},"attribution":{"source":"Patentable","source_url":"https://patentable.app","canonical_url":"https://patentable.app/patents/US-9854299","license":"CC-BY-4.0-like","license_terms":"AI-generated analysis on this page (summary, layman_explanation, technical_analysis, business_analysis, faqs) may be reused with attribution and a visible link back to the canonical URL above. Patent abstracts, claims, and bibliographic data are USPTO public domain.","required_link":"https://patentable.app/patents/US-9854299","citation_suggestion":"Patentable. \"Image display device and operation method thereof\" (US-9854299). https://patentable.app/patents/US-9854299","copyright_holder":"Nomic Interactive Technology LLC"},"links":{"html":"https://patentable.app/patents/US-9854299","json":"https://patentable.app/api/llm-context/US-9854299","site":"https://patentable.app","llms_txt":"https://patentable.app/llms.txt"},"generated_at":"2026-05-31T18:39:08.578Z"}