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    • 14. 发明授权
    • Hybrid recommendation system
    • 混合推荐系统
    • US08661050B2
    • 2014-02-25
    • US12500657
    • 2009-07-10
    • Roy VarshavskyMoshe TennenholtzRon Karidi
    • Roy VarshavskyMoshe TennenholtzRon Karidi
    • G06F17/30
    • G06F17/30864G06Q30/02
    • A recommendation system may use a network of relationships between many different entities to find search results and establish a relevance value for the search results. The relevance value may be calculated by analyzing trust and similarity components of each relationship between the search user and the entity providing the search results. The entities may be, for example, persons associated within express or implied social networks, or corporations or other organizations with a historical or other reputation. The relationships may be created through many different contact mechanisms and may be unidirectional, asymmetric bidirectional, or symmetric bidirectional relationships. The relationships may be different based on topic or other factors.
    • 推荐系统可以使用许多不同实体之间的关系网络来查找搜索结果并建立搜索结果的相关性值。 可以通过分析搜索用户和提供搜索结果的实体之间的每个关系的信任和相似性分量来计算相关性值。 实体可以是例如在明示或暗示的社交网络内的人,或具有历史或其他声誉的公司或其他组织。 可以通过许多不同的接触机制来创建关系,并且可以是单向的,不对称的双向的或对称的双向关系。 基于主题或其他因素,关系可能不同。
    • 18. 发明申请
    • INCENTIVE OPTIMIZATION FOR SOCIAL MEDIA MARKETING CAMPAIGNS
    • 社会媒体营销活动的激励优化
    • US20130085838A1
    • 2013-04-04
    • US13252210
    • 2011-10-04
    • Moshe TennenholtzEugene (John) NeystadtRon KaridiRoy Varshavsky
    • Moshe TennenholtzEugene (John) NeystadtRon KaridiRoy Varshavsky
    • G06Q30/02
    • G06Q10/04G06Q30/0277G06Q50/01
    • A social marketing system may have an incentive system that may be optimized dynamically for each user during the course of a marketing campaign. The social marketing system may use a simulated model of social interactions to predict the performance of a marketing campaign and may use the output of the simulation to adjust incentives during a campaign for various users, as well as use the actual results of changes in incentives as feedback to the simulation. The simulation may assume several different types of users within the social network and that several types of financial and non-financial incentives may be applied to different users. Some embodiments may use machine learning algorithms to analyze actual results and feed those results into the simulation. The system may be able to categorize users into the simulated types and adjust incentives according to the models associated with those types of users.
    • 社会营销系统可以具有在营销活动期间可以针对每个用户动态优化的激励系统。 社会营销系统可以使用社会交互的模拟模型来预测营销活动的表现,并且可以使用模拟的输出来在各种用户的活动期间调整激励,并且使用激励变化的实际结果 反馈给模拟。 模拟可以假设社会网络中的几种不同类型的用户,并且可以将不同类型的财务和非财务激励应用于不同的用户。 一些实施例可以使用机器学习算法来分析实际结果并将这些结果馈送到模拟中。 该系统可能能够将用户分类为模拟类型,并根据与这些类型的用户相关联的模型来调整激励。
    • 20. 发明申请
    • SOCIAL INCENTIVES PLATFORM
    • 社会激励平台
    • US20120158477A1
    • 2012-06-21
    • US12970968
    • 2010-12-17
    • Moshe TennenholtzRoy VarshavskyRon KaridiAviv ZoharYuval EmekKira Radinsky
    • Moshe TennenholtzRoy VarshavskyRon KaridiAviv ZoharYuval EmekKira Radinsky
    • G06Q30/00
    • G06Q30/0217G06Q30/0214G06Q50/01
    • A social incentive system is described herein that formalizes information propagation through social networks in a structured and systematic way. The system provides incentives and rewards to entities who participate in propagating the information, allowing heavy influencers to gain from their influence while the marketer rewards them. The system provides one or more tools for creation and design of social incentive plans with rewards for socially distributing information, including marketing campaigns. In particular, the system introduces a semantic framework where marketers can create structured incentive plans for rewarding consumers and distribution platforms for distributing information through social networks. As users complete specified activities they earn points, and the points can be redeemed for various incentives, such as cash, debit cards, prizes, merchandise, subscriptions, and so forth. The framework is robustly designed to avoid abuse and allow for fraud detection.
    • 本文描述了一种社会激励制度,其通过社会网络以组织和系统的方式形式化信息传播。 该系统为参与传播信息的实体提供激励和奖励,让重度影响者从营销人员的奖励中获益。 该系统提供一个或多个工具,用于创建和设计社会激励计划,并提供社会分发信息(包括营销活动)的奖励。 特别是,系统引入了一个语义框架,营销人员可以创建结构化的激励计划,以奖励消费者和通过社交网络分发信息的分发平台。 当用户完成指定的活动时,他们可以获得积分,积分可以兑换现金,借记卡,奖品,商品,订阅等各种奖励。 该框架设计强大,以避免滥用并允许欺诈检测。