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Systems and methods for providing information incorporating reinforcement-based learning and feedback

机译：提供包含基于强化的学习和反馈的信息的系统和方法

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摘要

Systems and methods are provided for feedback-driven provision of information in relation to a plurality of information resources. Some such methods involve: accessing information resources from one or more information resource repositories to establish a mapping between each information resource and each of the other information resources; maintaining a state table comprising a plurality of state-table records, each state-table record attributing a value to a state-action pair, the state-action pair comprising an indication of a series of one or more actions in relation to the information resources; monitoring actions of a first user in relation to the information resources; receiving a feedback metric related to interaction of the first user with the information resources; using the feedback metric as a basis for updating the values of a subset of the state-table records, the subset of the state-table records comprising state-action pairs which correspond to the monitored actions of the first user in relation to the information resources; and providing output information related to the information resources based at least in part on the updated values of the state-table records.
机译：提供系统和方法，用于反馈驱动与多个信息资源相关的信息提供信息。一些这样的方法涉及：从一个或多个信息资源存储库访问信息资源以在每个信息资源和每个其他信息资源之间建立映射;维护包括多个状态表记录的状态表，将值归因于状态动作对的每个状态表记录，状态动作对包括指示关于信息资源的一系列一个或多个动作的指示;监视第一用户与信息资源相关的操作;接收与第一用户与信息资源相互作用相关的反馈度量;使用反馈度量作为更新状态表记录的子集的值的基础，状态表记录的子集包括状态 - 动作对对应于与信息资源相关的第一用户的监视动作;并至少部分地基于状态表记录的更新值提供与信息资源相关的输出信息。

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