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1. 发明申请

US20120254100A1 SYSTEMS, METHODS, AND APPARATUSES FOR CLASSIFYING USER ACTIVITY USING TEMPORAL COMBINING IN A MOBILE DEVICE 有权
标题翻译：使用移动设备中的时间组合分类用户活动的系统，方法和装置
公开(公告)号：US20120254100A1
公开(公告)日：2012-10-04
申请号：US13362893
申请日：2012-01-31
申请人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
发明人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
IPC分类号： G06N5/04
CPC分类号： A61B5/1123 , G06K9/00348 , G06K9/00536 , G06K9/6288 , G06N7/00 , G06N7/005
摘要： Components, methods, and apparatuses are provided for determining activity likelihood function values for an activity classification for two or more past epochs based, at least in part, on signals from one or more sensors of a mobile device. A method may comprise, for each of a plurality of activity classifications, determining activity likelihood function values for each of the plurality of activity classifications for two or more past epochs. The activity likelihood function values may be based on signals from one or more sensors of a mobile device. The method may also include combining the activity likelihood function values to determine a likelihood function for an activity classification at a present epoch. The method may also include inferring a present activity of a user co-located with the mobile device to be one of the activity classifications based on the determined likelihood functions for the activity classifications at the present epoch.
摘要翻译：提供了组件，方法和装置，用于至少部分地基于来自移动设备的一个或多个传感器的信号来确定用于两个或多个过去时期的活动分类的活动似然函数值。对于多个活动分类中的每一个，方法可以包括针对两个或多个过去时期的多个活动分类中的每一个确定活动似然函数值。活动似然函数值可以基于来自移动设备的一个或多个传感器的信号。该方法还可以包括组合活动似然函数值以确定在当前时期的活动分类的似然函数。该方法还可以包括基于所确定的当前时期的活动分类的似然函数，将与移动设备共存的用户的当前活动推断为活动分类之一。

2. 发明授权

US08930300B2 Systems, methods, and apparatuses for classifying user activity using temporal combining in a mobile device 有权
标题翻译：用于在移动设备中使用时间组合分类用户活动的系统，方法和装置
公开(公告)号：US08930300B2
公开(公告)日：2015-01-06
申请号：US13362893
申请日：2012-01-31
申请人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
发明人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
IPC分类号： A61B5/11 , G06K9/00 , G06K9/62 , G06N7/00
CPC分类号： A61B5/1123 , G06K9/00348 , G06K9/00536 , G06K9/6288 , G06N7/00 , G06N7/005
摘要： Components, methods, and apparatuses are provided for determining activity likelihood function values for an activity classification for two or more past epochs based, at least in part, on signals from one or more sensors of a mobile device. A method may comprise, for each of a plurality of activity classifications, determining activity likelihood function values for each of the plurality of activity classifications for two or more past epochs. The activity likelihood function values may be based on signals from one or more sensors of a mobile device. The method may also include combining the activity likelihood function values to determine a likelihood function for an activity classification at a present epoch. The method may also include inferring a present activity of a user co-located with the mobile device to be one of the activity classifications based on the determined likelihood functions for the activity classifications at the present epoch.
摘要翻译：提供了组件，方法和装置，用于至少部分地基于来自移动设备的一个或多个传感器的信号来确定用于两个或多个过去时期的活动分类的活动似然函数值。对于多个活动分类中的每一个，方法可以包括针对两个或多个过去时期的多个活动分类中的每一个确定活动似然函数值。活动似然函数值可以基于来自移动设备的一个或多个传感器的信号。该方法还可以包括组合活动似然函数值以确定在当前时期的活动分类的似然函数。该方法还可以包括基于所确定的当前时期的活动分类的似然函数，将与移动设备共存的用户的当前活动推断为活动分类之一。

3. 发明授权

US09407706B2 Methods, devices, and apparatuses for activity classification using temporal scaling of time-referenced features 有权
标题翻译：用于使用时间参考特征的时间缩放的活动分类的方法，装置和装置
公开(公告)号：US09407706B2
公开(公告)日：2016-08-02
申请号：US13363147
申请日：2012-01-31
申请人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
发明人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
IPC分类号： H04L29/08 , H04M1/725
CPC分类号： H04L67/22 , H04L67/04 , H04L67/125 , H04M1/72569 , H04M2250/12
摘要： Components, methods, and apparatuses are provided that may be used to obtain a plurality of time-referenced features extracted from signals received from one or more inertial sensors of a mobile device, wherein the time-referenced features are provided according to heterogeneous time scales. The time-referenced features are combined over a decision window to infer an activity of a user co-located with the mobile device.
摘要翻译：提供了可用于获得从从移动设备的一个或多个惯性传感器接收的信号中提取的多个时间参考特征的组件，方法和装置，其中根据异构时间尺度提供时间参考特征。时间参考特征通过决策窗口组合以推断与移动设备共处的用户的活动。

4. 发明申请

US20130035893A1 METHODS, DEVICES, AND APPARATUSES FOR ACTIVITY CLASSIFICATION USING TEMPORAL SCALING OF TIME-REFERENCED FEATURES 有权
标题翻译：使用时间延迟特征的时间缩放的活动分类的方法，设备和装置
公开(公告)号：US20130035893A1
公开(公告)日：2013-02-07
申请号：US13363147
申请日：2012-01-31
申请人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
发明人： Leonard Henry Grokop , Anthony Sarah , Sanjiv Nanda
IPC分类号： G01P15/02 , G01P15/18 , G06F15/00
CPC分类号： H04L67/22 , H04L67/04 , H04L67/125 , H04M1/72569 , H04M2250/12
摘要： Components, methods, and apparatuses are provided that may be used to obtain a plurality of time-referenced features extracted from signals received from one or more inertial sensors of a mobile device, wherein the time-referenced features are provided according to heterogeneous time scales. The time-referenced features are combined over a decision window to infer an activity of a user co-located with the mobile device.
摘要翻译：提供了可用于获得从从移动设备的一个或多个惯性传感器接收的信号中提取的多个时间参考特征的组件，方法和装置，其中根据异构时间尺度提供时间参考特征。时间参考特征通过决策窗口组合以推断与移动设备共处的用户的活动。

5. 发明申请

US20130046505A1 METHODS AND APPARATUSES FOR USE IN CLASSIFYING A MOTION STATE OF A MOBILE DEVICE 审中-公开
标题翻译：用于分类移动设备的运动状态的方法和装置
公开(公告)号：US20130046505A1
公开(公告)日：2013-02-21
申请号：US13209886
申请日：2011-08-15
申请人： Christopher Brunner , Anthony Sarah , Pawan K. Baheti , Leonard Henry Grokop
发明人： Christopher Brunner , Anthony Sarah , Pawan K. Baheti , Leonard Henry Grokop
IPC分类号： G06F15/00
CPC分类号： G01C21/165 , G01C22/006 , G01C25/005
摘要： Methods and apparatuses are provided that may be implemented in a mobile device to establish an orientation invariant reference frame based, at least in part, on measurement values from a three-dimensional accelerometer fixed to the mobile device; transform subsequent inertial sensor measurements to the reference frame; and classify a motion state of the mobile device relative to the reference frame based, at least in part, on the transformed inertial sensor measurements.
摘要翻译：提供了可以在移动设备中实现的方法和装置，其至少部分地基于来自固定到移动设备的三维加速度计的测量值来建立定向不变参考帧; 将随后的惯性传感器测量值转换为参考系; 并且至少部分地基于变换后的惯性传感器测量值，对移动设备相对于参考帧的运动状态进行分类。

6. 发明授权

US09398396B2 Method and apparatus for characterizing context of a mobile device 有权
标题翻译：用于表征移动设备的上下文的方法和装置
公开(公告)号：US09398396B2
公开(公告)日：2016-07-19
申请号：US13269178
申请日：2011-10-07
申请人： Leonard Henry Grokop , Anthony Sarah , Vidya Narayanan
发明人： Leonard Henry Grokop , Anthony Sarah , Vidya Narayanan
IPC分类号： H04N7/18 , H04W4/00
CPC分类号： H04W4/001 , H04W4/50
摘要： Information about a context of a mobile device is inferred using measurements from light detectors of the mobile device. The light detectors may be located on multiple different sides of the mobile device. In some embodiments, measurements from one or more cameras may be used to infer context.
摘要翻译：使用来自移动设备的光检测器的测量来推断关于移动设备的上下文的信息。光检测器可以位于移动设备的多个不同侧面上。在一些实施例中，来自一个或多个照相机的测量可用于推断上下文。

7. 发明申请

US20120182420A1 METHOD AND APPARATUS FOR CHARACTERIZING CONTEXT OF A MOBILE DEVICE 有权
标题翻译：用于表征移动设备的背景的方法和装置
公开(公告)号：US20120182420A1
公开(公告)日：2012-07-19
申请号：US13269178
申请日：2011-10-07
申请人： Leonard Henry Grokop , Anthony Sarah , Vidya Narayanan
发明人： Leonard Henry Grokop , Anthony Sarah , Vidya Narayanan
IPC分类号： H04N7/18
CPC分类号： H04W4/001 , H04W4/50
摘要： Information about a context of a mobile device is inferred using measurements from light detectors of the mobile device. The light detectors may be located on multiple different sides of the mobile device. In some embodiments, measurements from one or more cameras may be used to infer context.
摘要翻译：使用来自移动设备的光检测器的测量来推断关于移动设备的上下文的信息。光检测器可以位于移动设备的多个不同侧面上。在一些实施例中，来自一个或多个照相机的测量可用于推断上下文。

8. 发明授权

US08756173B2 Machine learning of known or unknown motion states with sensor fusion 有权
标题翻译：具有传感器融合的已知或未知运动状态的机器学习
公开(公告)号：US08756173B2
公开(公告)日：2014-06-17
申请号：US13269513
申请日：2011-10-07
申请人： Jason Frank Hunzinger , Anthony Sarah , Pawan K. Baheti
发明人： Jason Frank Hunzinger , Anthony Sarah , Pawan K. Baheti
IPC分类号： G06F17/20 , G01D15/00 , G06N99/00
CPC分类号： G06N99/005 , G06K9/00
摘要： Example methods, apparatuses, or articles of manufacture are disclosed herein that may be utilized, in whole or in part, to facilitate or support one or more operations or techniques for machine learning of known or unknown motion states with sensor fusion.
摘要翻译：本文公开了可以全部或部分地利用传感器融合来促进或支持用于机器学习已知或未知运动状态的一个或多个操作或技术的示例性方法，装置或制品。

9. 发明申请

US20090228499A1 SYSTEMS AND METHODS FOR ORGANIZING DATA SETS 有权
标题翻译：用于组织数据集的系统和方法
公开(公告)号：US20090228499A1
公开(公告)日：2009-09-10
申请号：US12042774
申请日：2008-03-05
申请人： Mauritius A.R. Schmidtler , Jan W. Amtrup , Stephen Michael Thompson , Anthony Sarah
发明人： Mauritius A.R. Schmidtler , Jan W. Amtrup , Stephen Michael Thompson , Anthony Sarah
IPC分类号： G06F17/00
CPC分类号： G06F17/30598 , G06F17/30312 , G06F17/3053 , G06N99/005
摘要： A method is provided for organizing data sets. In use, an automatic decision system is created or updated for determining whether data elements fit a predefined organization or not, where the decision system is based on a set of preorganized data elements. A plurality of data elements is organized using the decision system. At least one organized data element is selected for output to a user based on a score or confidence from the decision system for the at feast one organized data element. Additionally, at least a portion of the at least one organized data element is output to the user. A response is received from the user comprising at least one of a confirmation, modification, and a negation of the organization of the at least one organized data element. The automatic decision system is recreated or updated based on the user response. Other embodiments are also presented.
摘要翻译：提供了一种用于组织数据集的方法。在使用中，创建或更新自动决策系统以确定数据元素是否符合预定义的组织，其中决策系统基于一组预先组织的数据元素。使用决策系统来组织多个数据元素。选择至少一个有组织的数据元素以基于来自决定系统对于一个有组织的数据元素的得分或置信度输出给用户。此外，至少一个有组织数据元素的至少一部分被输出给用户。从用户接收到包括至少一个有组织数据元素的组织的确认，修改和否定中的至少一个的响应。基于用户响应重新创建或更新自动决策系统。还提出了其他实施例。

10. 发明申请

US20120299828A1 METHOD AND APPARATUS FOR CLASSIFYING MULTIPLE DEVICE STATES 有权
标题翻译：用于分类多个设备状态的方法和装置
公开(公告)号：US20120299828A1
公开(公告)日：2012-11-29
申请号：US13244170
申请日：2011-09-23
申请人： Leonard H. Grokop , Anthony Sarah
发明人： Leonard H. Grokop , Anthony Sarah
IPC分类号： G06F3/033
CPC分类号： G06F3/017 , G06F3/0346
摘要： Techniques are described herein for classifying multiple device states using separate Bayesian classifiers. An example of a method described herein includes accessing sensor information of a device, wherein at least some of the sensor information is used in a first feature set and at least some of the sensor information is used in a second feature set; processing the first feature set using a first classification algorithm configured to determine a first proposed state of a first state type and a first proposed state of a second state type; processing the second feature set using a second classification algorithm configured to determine a second proposed state of the first state type and a second proposed state of the second state type; and determining a proposed state of the device as the first proposed state of the first state type and the second proposed state of the second state type.
摘要翻译：本文描述了使用单独的贝叶斯分类器对多个设备状态进行分类的技术。本文描述的方法的示例包括访问设备的传感器信息，其中在第一特征集中使用至少一些传感器信息，并且在第二特征集中使用至少一些传感器信息; 使用被配置为确定第一状态类型的第一建议状态和第二状态类型的第一建议状态的第一分类算法来处理所述第一特征集合; 使用被配置为确定所述第一状态类型的第二建议状态和所述第二状态类型的第二建议状态的第二分类算法来处理所述第二特征集合; 以及将所述设备的建议状态确定为所述第一状态类型的第一建议状态和所述第二状态类型的所述第二建议状态。

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