Protection system including machine learning snapshot evaluation

    公开(公告)号:US09613196B2

    公开(公告)日:2017-04-04

    申请号:US14360333

    申请日:2013-12-19

    Abstract: This disclosure is directed to a protection system including machine learning snapshot evaluation. A device may comprise a machine learning engine (MLE) to generate snapshots of device operation. The MLE may use active or planned operations in the snapshot to learn user behavior. Once normal user behavior is established for the device, the MLE may be able to determine when snapshots include unusual behavior that may signify a threat to the device. Snapshots determined to include unusual behavior may be transmitted to a remote resource for evaluation. The remote resource may include at least a user behavior classification engine (UBCE) to classify the user behavior by characterizing it as at least one type of use. The snapshot may be analyzed by the UBCE to determine if potential threats exist in the device, and the threat analysis may be provided to the device for evaluation and/or corrective action.

    3D MODEL RECOGNITION APPARATUS AND METHOD
    86.
    发明申请
    3D MODEL RECOGNITION APPARATUS AND METHOD 审中-公开
    3D模型识别装置和方法

    公开(公告)号:US20160284122A1

    公开(公告)日:2016-09-29

    申请号:US14670000

    申请日:2015-03-26

    CPC classification number: G05B19/4099 G05B2219/49023 G06T19/00

    Abstract: In embodiments, apparatuses, methods and storage media (transitory and non-transitory) are described that receive a first 3D model of a 3D object, and determine a second 3D model to replace the first 3D model, wherein the second 3D model is a fuller representation of the 3D object than the first 3D model. In embodiments, the second 3D model may be manipulated, metadata corresponding to a material property of the 3D object may be provided, 3D models of component parts of the 3D object may be provided, or the second 3D model may be used to construct an object with a 3D printer. Other embodiments may be described and/or claimed.

    Abstract translation: 在实施例中,描述了接收3D对象的第一3D模型并确定用于替换第一3D模型的第二3D模型的装置,方法和存储介质(暂时性和非暂时性的),其中第二3D模型是更全面的 3D对象的表示比第一个3D模型。 在实施例中,可以操纵第二3D模型,可以提供对应于3D对象的材料属性的元数据,可以提供3D对象的组件的3D模型,或者可以使用第二3D模型来构造对象 与3D打印机。 可以描述和/或要求保护其他实施例。

    AUTOMATED AUDIO ADJUSTMENT
    87.
    发明申请
    AUTOMATED AUDIO ADJUSTMENT 审中-公开
    自动音频调整

    公开(公告)号:US20160149547A1

    公开(公告)日:2016-05-26

    申请号:US14548508

    申请日:2014-11-20

    Abstract: Various systems and methods for automated audio adjustment are described herein. A processing system for automated audio adjustment may include a monitoring module to obtain contextual data of a listening environment; a user profile module to access a user profile of a listener; and an audio module to adjust an audio output characteristic based on the contextual data and the user profile, the audio output characteristic to be used in a media performance on a media playback device.

    Abstract translation: 本文描述了用于自动音频调节的各种系统和方法。 用于自动音频调节的处理系统可以包括:监视模块,用于获得收听环境的上下文数据; 用户简档模块,用于访问收听者的用户简档; 以及音频模块,用于基于上下文数据和用户简档调整音频输出特性,该音频输出特性用于媒体播放设备上的媒体演奏。

    CONTEXTUAL APPLICATION MANAGEMENT
    88.
    发明申请
    CONTEXTUAL APPLICATION MANAGEMENT 审中-公开
    背景应用管理

    公开(公告)号:US20160085763A1

    公开(公告)日:2016-03-24

    申请号:US14495274

    申请日:2014-09-24

    CPC classification number: H04L67/10 G06F8/62 H04L67/22

    Abstract: Technologies are presented that optimize application management on a computing device through contextual application archival and retrieval. A method of managing applications may include: learning contextual relevancy of one or more applications installed on a computing device to a user of the device and determining whether an application is no longer contextually relevant to the user. If the application is no longer contextually relevant, the device may send a request to an application management service to obtain and/or maintain the application; create a placeholder for the application at the device; and remove the application from the device. The device may monitor contextual inputs for relevancy of the archived application. If contextual relevancy is determined, the device may send a request to the service to provide the archived application or a replacement of the archived application to the device; receive the requested application; install the requested application; and remove the placeholder.

    Abstract translation: 提出了通过上下文应用程序归档和检索来优化计算设备上的应用程序管理的技术。 管理应用的方法可以包括:将安装在计算设备上的一个或多个应用的​​内容相关性学习到设备的用户并且确定应用是否不再与用户上下文相关。 如果应用程序不再具有内容相关性,则设备可以向应用管理服务发送请求以获得和/或维护应用; 在设备上创建应用程序的占位符; 并从设备中删除应用程序。 该设备可以监视与归档应用程序的相关性的上下文输入。 如果确定了上下文相关性,则设备可以向服务发送请求以提供归档的应用或将该归档的应用替换到该设备; 接收请求的应用程序; 安装请求的应用程序; 并删除占位符。

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