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    • 21. 发明申请
    • MOVING DIRECTION DETERMINATION WITH NOISY SIGNALS FROM INERTIAL NAVIGATION SYSTEMS ON MOBILE DEVICES
    • 移动方向确定来自移动设备上的惯性导航系统的噪声信号
    • US20130158941A1
    • 2013-06-20
    • US13819964
    • 2011-08-04
    • Qingxuan YangEdward Y. Chang
    • Qingxuan YangEdward Y. Chang
    • G01C21/10G06F17/00
    • G01C21/206G01C21/10G01C21/12G01C21/16G06F17/00H04M2250/12
    • Aspects of the present disclosure relate generally to indoor localization, for example, where GPS or other localization signals are unavailable. More specifically, aspects relate to using inertial navigation systems (132) such as accelerometers (136) and gyroscopes (134) to aid in the determination of the location of a user. Certain devices such as MEMS gyroscopes found in handheld client devices (104) should be calibrated to ensure accurate location information is obtained. In one aspect, a Vibration Energy Model process (FIG. 4B) is performed on shaking energy generated as a user walks with a mobile device to detect the direction the user is walking in. This information may be used as part of a signal fusion system to perform accurate indoor localization of the user, such as to provide enhanced maps and location services to the user.
    • 本公开的方面通常涉及室内定位,例如,其中GPS或其他定位信号不可用的地方。 更具体地,方面涉及使用诸如加速度计(136)和陀螺仪(134)的惯性导航系统(132)来帮助确定用户的位置。 应当校准在手持式客户端设备(104)中发现的诸如MEMS陀螺仪的某些设备,以确保获得准确的位置信息。 在一个方面,当用户与移动设备一起走动以产生用户走路的方向时产生的振动能量执行振动能量模型过程(图4B)。该信息可以用作信号融合系统的一部分 以执行用户的准确的室内定位,例如为用户提供增强的地图和位置服务。
    • 22. 发明授权
    • Perception-based image retrieval
    • 基于感知的图像检索
    • US06865302B2
    • 2005-03-08
    • US09805305
    • 2001-03-12
    • Edward Y. Chang
    • Edward Y. Chang
    • G06F17/30G06K9/60
    • G06F17/3025Y10S707/99933Y10S715/968
    • A content-based image retrieval (CBIR) system has a front-end that includes a pipeline of one or more dynamically-constructed filters for measuring perceptual similarities between a query image and one or more candidate images retrieved from a back-end comprised of a knowledge base accessed by an inference engine. The images include at least one color set having a set of properties including a number of pixels each having at least one color, a culture color associated with the color set, a mean and variance of the color set, a moment invariant, and a centroid. The filters analyze and compare the set of properties of the query image to the set of properties of the candidate images. Various filters are used, including: a Color Mask filter that identifies identical culture colors in the images, a Color Histogram filter that identifies a distribution of colors in the images, a Color Average filter that performs a similarity comparison on the average of the color sets of the images, a Color Variance filter that performs a similarity comparison on the variances of the color sets of the images, a Spread filter that identifies a spatial concentration of a color in the images, an Elongation filter that identifies a shape of a color in the images, and a Spatial Relationship filter that identifies a spatial relationship between the color sets in the images.
    • 基于内容的图像检索(CBIR)系统具有前端,其包括一个或多个动态构造的过滤器的流水线,用于测量查询图像与从后端组成的一个或多个候选图像之间的感知相似性 知识库由推理机访问。 图像包括至少一个具有一组属性的颜色集合,包括多个像素,每个像素具有至少一种颜色,与颜色集合相关联的文化颜色,颜色集合的均值和方差,矩不变量和质心 。 过滤器分析和比较查询图像的属性集与候选图像的属性集。 使用各种过滤器,包括:识别图像中相同文化颜色的彩色蒙版过滤器,识别图像中颜色分布的彩色直方图滤镜,对平均颜色集执行相似性比较的颜色平均滤镜 的颜色方差滤波器,其对图像的颜色集合的方差进行相似性比较,识别图像中的颜色的空间浓度的扩展滤波器,标识颜色的形状的伸长率滤波器 图像和标识图像中颜色集之间的空间关系的空间关系过滤器。
    • 25. 发明申请
    • PARALLEL GENERATION OF TOPICS FROM DOCUMENTS
    • 文件主题并行生成
    • US20140059054A1
    • 2014-02-27
    • US13263984
    • 2011-05-11
    • Zhiyuan LiuYuzhou ZhangEdward Y. Chang
    • Zhiyuan LiuYuzhou ZhangEdward Y. Chang
    • G06F17/30
    • G06F17/30622G06F17/30616G06F17/30731
    • Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for enhanced parallel latent Dirichlet allocation (PLDA+). A PLDA+ system is a system of multiple processors that are configured to generate topics from multiple documents. The multiple processors are designated as two types: document processors and matrix processors. The documents are distributed among the document processors. Generated topics are distributed among the matrix processors. Tasks performed on the document processors and matrix processors are segregated into two types of tasks: computation-bound tasks and communication-bound tasks. Computation-bound tasks are CPU intensive tasks; communication-bound tasks are network intensive tasks. Data placement and pipeline strategies are employed such that the computation-bound tasks and the communication-bound tasks are distributed to the processors in a balanced manner, and performed in parallel.
    • 方法,系统和装置,包括在计算机存储介质上编码的计算机程序,用于增强并行潜在Dirichlet分配(PLDA +)。 PLDA +系统是配置为从多个文档生成主题的多个处理器的系统。 多个处理器被指定为两种类型:文档处理器和矩阵处理器。 这些文档分布在文档处理器之间。 生成的主题分布在矩阵处理器中。 在文档处理器和矩阵处理器上执行的任务分为两种类型的任务:计算绑定任务和通信绑定任务。 计算任务是CPU密集型任务; 通信绑定任务是网络密集型任务。 采用数据放置和流水线策略,使得计算约束的任务和通信约束的任务以平衡的方式分配给处理器,并行执行。
    • 26. 发明授权
    • Hardware attitude detection implementation of mobile devices with MEMS motion sensors
    • 具有MEMS运动传感器的移动设备的硬件姿态检测实现
    • US08638230B2
    • 2014-01-28
    • US13479851
    • 2012-05-24
    • Guanfeng LiEdward Y. Chang
    • Guanfeng LiEdward Y. Chang
    • G08B21/00
    • G08B19/00G06F1/1694G06F3/017G06F3/0346G06F9/542
    • Systems and methods for detecting an attitude of a device are disclosed. The system includes a processing system including at least a sensor processor and an application processor, which are distinct. The system further includes a memory system including one or more computer-readable media. The computer-readable media contains instructions that, if executed by the processing system, cause the system to perform operations. The operations include executing an application using the application processor, and receiving raw sensor readings from one or more sensors, using the sensor processor. The operations also include determining, using the sensor processor, a processed sensor metric comprising attitude data, and transmitting the processed sensor metric to the application.
    • 公开了用于检测设备姿态的系统和方法。 该系统包括至少包括传感器处理器和应用处理器的处理系统,它们是不同的。 该系统还包括包括一个或多个计算机可读介质的存储器系统。 计算机可读介质包含指令,如果由处理系统执行,指令使系统执行操作。 这些操作包括使用应用处理器执行应用,并使用传感器处理器从一个或多个传感器接收原始传感器读数。 操作还包括使用传感器处理器来确定包括姿态数据的处理的传感器度量,并将处理的传感器度量传送到应用程序。
    • 29. 发明申请
    • Bidding on Users
    • 招标用户
    • US20100228631A1
    • 2010-09-09
    • US12715956
    • 2010-03-02
    • Dong ZhangEdward Y. Chang
    • Dong ZhangEdward Y. Chang
    • G06Q30/00G06F15/16
    • G06Q30/02G06Q30/0269G06Q30/0277
    • In one implementation, a computer-implemented method includes receiving at a server a request from an advertiser to target an ad to users of a computer-implemented social network, the request comprising data representing characteristics of the users that the advertiser desires to target. The method further includes ranking the users based on how similar the users' characteristics are to the received characteristics and an influence score for each user that indicates how influential the user is within the social network. The method also includes scoring the advertiser's request based on a bid from the advertiser for an opportunity to display the ad to one or more of the users and assigning the opportunity to display the ad to the one or more users based on a correlation between a score of the advertiser's request and one or more rankings of the one or more users.
    • 在一个实现中,计算机实现的方法包括在服务器处接收来自广告商的请求以将广告定位到计算机实现的社交网络的用户,所述请求包括表示广告商希望定位的用户特征的数据。 该方法还包括基于用户的特征与接收的特征的相似度以及用于指示用户在社交网络中的影响力的每个用户的影响分数来对用户进行排名。 该方法还包括基于来自广告商的出价对广告商的请求进行评分,以便有机会向一个或多个用户显示广告,并且基于得分之间的相关性分配向一个或多个用户显示广告的机会 广告客户的请求和一个或多个用户的一个或多个排名。