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    • 3. 发明公开
    • MACHINE LEARNING-BASED USER BEHAVIOR CHARACTERIZATION
    • 澳大利亚基金会基金会
    • EP3047387A4
    • 2017-05-24
    • EP13893885
    • 2013-09-20
    • INTEL CORP
    • FERENS RONKAMHI GILAMORAN AMIT
    • G06F15/18G06F3/01G06F11/34G06N99/00
    • G06N99/005G06F3/011
    • This disclosure is directed to machine learning-based user behavior characterization. An example system may comprise a device including a user interface module to present content to a user and to collect user data (e.g., including user biometric data) during the content presentation. The system may also comprise a machine learning module to determine parameters for use in presenting the content based on the user data. For example, the machine learning module may formulate a behavioral model including user states based on the user data, the user states being correlated to an objective (e.g., based on a cost function) and content presentation parameter settings. Employing the behavioral model, the machine learning module may determine a current user state based on the user data, and may select the content presentation parameter settings to bias movement of the current observed user state towards an observed user state associated with the maximized cost function.
    • 本公开涉及基于机器学习的用户行为表征。 示例系统可以包括包括用户界面模块的设备,以在内容呈现期间向用户呈现内容并且收集用户数据(例如,包括用户生物测定数据)。 该系统还可以包括机器学习模块,用于基于用户数据确定用于呈现内容的参数。 例如,机器学习模块可以基于用户数据,用户状态(例如,基于成本函数)和内容呈现参数设置来形成包括用户状态的行为模型。 利用行为模型,机器学习模块可以基于用户数据确定当前用户状态,并且可以选择内容呈现参数设置以将当前观察到的用户状态的移动偏向与最大化成本函数相关联的观察用户状态。
    • 6. 发明公开
    • TECHNIQUES FOR PROVIDING AN AUGMENTED REALITY VIEW
    • VERFAHREN ZUR BEREITSTELLUNG EINER AUGMENTED-REALITY-ANSICHT
    • EP3044950A4
    • 2017-05-17
    • EP13893668
    • 2013-09-12
    • INTEL CORP
    • FERENS RONKAMHI GILAHURWITZ BARAKMORAN AMITREIF DROR
    • H04N5/262G06T7/20
    • G06T11/00G02B27/01G02B2027/0138G02B2027/014G02B2027/0187G06F3/011G06F3/013G06F3/04842G06F2203/04804
    • Various embodiments are generally directed to techniques for providing an augmented reality view in which eye movements are employed to identify items of possible interest for which indicators are visually presented in the augmented reality view. An apparatus to present an augmented reality view includes a processor component; a presentation component for execution by the processor component to visually present images captured by a camera on a display, and to visually present an indicator identifying an item of possible interest in the captured images on the display overlying the visual presentation of the captured images; and a correlation component for execution by the processor component to track eye movement to determine a portion of the display gazed at by an eye, and to correlate the portion of the display to the item of possible interest. Other embodiments are described and claimed.
    • 各种实施例通常涉及用于提供增强现实视图的技术,其中使用眼睛移动来识别在增强现实视图中视觉呈现指示符的可能感兴趣的项目。 一种呈现增强现实视图的设备包括处理器组件; 呈现组件,所述呈现组件由所述处理器组件执行以可视地呈现由显示器上的相机捕获的图像,并在视觉上呈现指示符,所述指示符标识所述捕获的图像的所述视觉呈现之上的所述显示器上的所捕获的图像中可能感兴趣的项目; 以及由所述处理器组件执行的相关组件,以跟踪眼睛运动以确定由眼睛注视的显示器的一部分,并且将所述显示器的所述部分与所述可能感兴趣的项目相关联。 描述并要求保护其他实施例。