ROBUST BAYESIAN MATRIX FACTORIZATION AND RECOMMENDER SYSTEMS USING SAME
    1.
    发明申请
    ROBUST BAYESIAN MATRIX FACTORIZATION AND RECOMMENDER SYSTEMS USING SAME 有权
    坚固的贝叶斯矩阵制造和使用相同的推荐系统

    公开(公告)号:US20130226839A1

    公开(公告)日:2013-08-29

    申请号:US13405796

    申请日:2012-02-27

    IPC分类号: G06F15/18

    摘要: In a recommender method, Bayesian Matrix Factorization (BMF) is performed on a matrix having user and item dimensions and matrix elements containing user ratings for items made by users in order to train a probabilistic collaborative filtering model. A recommendation is generated for a user using the probabilistic collaborative filtering model. The recommendation may comprise a predicted item rating, or an identification of one or more recommended items. The recommender method is suitably performed by an electronic data processing device. The BMF may employ non-Gaussian priors, such as Student-t priors. The BMF may additionally or alternatively employ a heteroscedastic noise model comprising priors that include (1) a row dependent variance component that depends upon the matrix row and (2) a column dependent variance component that depends upon the matrix column.

    摘要翻译: 在推荐方法中,对具有用户和项目维度的矩阵执行贝叶斯矩阵因子分解(BMF),并且对于由用户做出的项目包含用户评级的矩阵元素来执行,以便训练概率协同过滤模型。 使用概率协同过滤模型为用户生成一个建议。 该推荐可以包括预测项目评级,或者一个或多个推荐项目的标识。 推荐方法由电子数据处理装置适当地执行。 BMF可以使用非高斯先验,例如Student-t先验。 BMF可以附加地或替代地使用包含先验的异方差噪声模型,其包括(1)取决于矩阵行的行依赖方差分量,以及(2)依赖于矩阵列的列依赖方差分量。

    Robust Bayesian matrix factorization and recommender systems using same
    2.
    发明授权
    Robust Bayesian matrix factorization and recommender systems using same 有权
    鲁棒的贝叶斯矩阵分解和推荐系统使用它

    公开(公告)号:US08880439B2

    公开(公告)日:2014-11-04

    申请号:US13405796

    申请日:2012-02-27

    摘要: In a recommender method, Bayesian Matrix Factorization (BMF) is performed on a matrix having user and item dimensions and matrix elements containing user ratings for items made by users in order to train a probabilistic collaborative filtering model. A recommendation is generated for a user using the probabilistic collaborative filtering model. The recommendation may comprise a predicted item rating, or an identification of one or more recommended items. The recommender method is suitably performed by an electronic data processing device. The BMF may employ non-Gaussian priors, such as Student-t priors. The BMF may additionally or alternatively employ a heteroscedastic noise model comprising priors that include (1) a row dependent variance component that depends upon the matrix row and (2) a column dependent variance component that depends upon the matrix column.

    摘要翻译: 在推荐方法中,对具有用户和项目维度的矩阵执行贝叶斯矩阵因子分解(BMF),并且对于由用户做出的项目包含用户评级的矩阵元素来执行,以便训练概率协同过滤模型。 使用概率协同过滤模型为用户生成一个建议。 该推荐可以包括预测项目评级,或者一个或多个推荐项目的标识。 推荐方法由电子数据处理装置适当地执行。 BMF可以使用非高斯先验,例如Student-t先验。 BMF可以附加地或替代地使用包含先验的异方差噪声模型,其包括(1)取决于矩阵行的行依赖方差分量,以及(2)依赖于矩阵列的列依赖方差分量。

    Tunable micro electromechanical inductor
    3.
    发明授权
    Tunable micro electromechanical inductor 有权
    可调谐微机电感应器

    公开(公告)号:US07741936B1

    公开(公告)日:2010-06-22

    申请号:US11849703

    申请日:2007-09-04

    IPC分类号: H01P1/10 H01P3/08

    摘要: The present invention provides a monolithic inductor developed using radio frequency micro electromechanical (RF MEMS) techniques. In a particular embodiment of the present invention, a tunable radio frequency microelectromechanical inductor includes a coplanar waveguide and a direct current actuatable contact switch positioned to vary the effective width of a narrow inductive section of the center conductor of the CPW line upon actuation the DC contact switch. In a specific embodiment of the present invention, the direct current actuatable contact switch is a diamond air-bridge integrated on an alumina substrate to realize an RF switch in the CPW and microstrip topology.

    摘要翻译: 本发明提供使用射频微机电(RF MEMS)技术开发的单片电感器。 在本发明的特定实施例中,可调谐射频微机电感应器包括共面波导和直流可动触点开关,其定位成在致动DC触点时改变CPW线的中心导体的窄电感部分的有效宽度 开关。 在本发明的具体实施例中,直流可触发接触开关是集成在氧化铝基板上的金刚石空气桥,以实现CPW和微带拓扑中的RF开关。

    Microelectromechanical slow-wave phase shifter device and method
    4.
    发明授权
    Microelectromechanical slow-wave phase shifter device and method 失效
    微机电慢波移相器装置及方法

    公开(公告)号:US07259641B1

    公开(公告)日:2007-08-21

    申请号:US10906626

    申请日:2005-02-28

    IPC分类号: H01P1/18

    摘要: The present invention provides a method and apparatus for a monolithic device utilizing cascaded, switchable slow-wave CPW sections that are integrated along the length of a planar transmission line. The purpose of the switchable slow-wave CPW sections elements is to enable control of the propagation constant along the transmission line while maintaining a quasi-constant characteristic impedance. The device can be used to produce true time delay phase shifting components in which large amounts of time delay can be achieved without significant variation in the effective characteristic impedance of the transmission line, and thus also the input/output return loss of the component. Additionally, for a particular value of return loss, greater time delay per unit length can be achieved in comparison to tunable capacitance-only delay components.

    摘要翻译: 本发明提供一种利用沿着平面传输线的长度集成的级联可切换慢波CPW部分的单片装置的方法和装置。 可切换慢波CPW部分元件的目的是使得能够在保持准恒定特性阻抗的同时,沿传输线控制传播常数。 该器件可以用于产生真实的时间延迟相移分量,其中可以实现大量的时间延迟,而传输线的有效特性阻抗没有显着变化,并且因此也是组件的输入/输出回波损耗。 另外,对于特定的回波损耗值,与可调谐仅电容延迟部件相比,可以实现每单位长度更大的时间延迟。

    Tunable micro electromechanical inductor
    5.
    发明授权
    Tunable micro electromechanical inductor 有权
    可调谐微机电感应器

    公开(公告)号:US07274278B2

    公开(公告)日:2007-09-25

    申请号:US11162421

    申请日:2005-09-09

    IPC分类号: H01P1/10 H01P3/08

    CPC分类号: H01P5/04 H01F21/04 H01P1/127

    摘要: The present invention provides a monolithic inductor developed using radio frequency micro electromechanical (RF MEMS) techniques. In a particular embodiment of the present invention, a tunable radio frequency microelectromechanical inductor includes a coplanar waveguide and at least one direct current actuatable contact switch positioned to vary the effective width of a narrow inductive section of the center conductor of the CPW line upon actuation the DC contact switch.

    摘要翻译: 本发明提供使用射频微机电(RF MEMS)技术开发的单片电感器。 在本发明的特定实施例中,可调谐射频微机电感应器包括共面波导和至少一个直流可动触点开关,其定位成在致动时改变CPW线的中心导体的窄电感部分的有效宽度 直流触点开关

    Tunable Micro Electromechanical Inductor
    6.
    发明申请
    Tunable Micro Electromechanical Inductor 有权
    可调谐微机电电感

    公开(公告)号:US20060290450A1

    公开(公告)日:2006-12-28

    申请号:US11162421

    申请日:2005-09-09

    IPC分类号: H01P1/10

    CPC分类号: H01P5/04 H01F21/04 H01P1/127

    摘要: The present invention provides a monolithic inductor developed using radio frequency micro electromechanical (RF MEMS) techniques. In a particular embodiment of the present invention, a tunable radio frequency microelectromechanical inductor includes a coplanar waveguide and at least one direct current actuatable contact switch positioned to vary the effective width of a narrow inductive section of the center conductor of the CPW line upon actuation the DC contact switch.

    摘要翻译: 本发明提供使用射频微机电(RF MEMS)技术开发的单片电感器。 在本发明的特定实施例中,可调谐射频微机电感应器包括共面波导和至少一个直流可动触点开关,其定位成在致动时改变CPW线的中心导体的窄电感部分的有效宽度 直流触点开关

    Microelectromechanical slow-wave phase shifter method of use
    7.
    发明授权
    Microelectromechanical slow-wave phase shifter method of use 有权
    微机电慢波移相器的使用方法

    公开(公告)号:US07676903B1

    公开(公告)日:2010-03-16

    申请号:US11782821

    申请日:2007-07-25

    IPC分类号: H01P11/00

    摘要: /The present invention provides a method of use for a monolithic device utilizing cascaded, switchable slow-wave CPW sections that are integrated along the length of a planar transmission line. The purpose of the switchable slow-wave CPW sections element is to enable control of the propagation constant along the transmission line while maintaining a quasi-constant characteristic impedance. The method can be used to produce true time delay phase shifting components in which large amounts of time delay can be achieved without significant variation in the effective characteristic impedance of the transmission line, and thus also the input/output return loss of the component. Additionally, for a particular value of return loss, greater time delay per unit length can be achieved in comparison to tunable capacitance-only delay components.

    摘要翻译: 本发明提供了一种使用沿着平面传输线的长度集成的级联可切换慢波CPW部分的单片装置的使用方法。 可切换慢波CPW部分元件的目的是使得能够控制传输线上的传播常数,同时保持准恒定特性阻抗。 该方法可以用于产生真实的时间延迟相移分量,其中可以实现大量的时间延迟,而传输线的有效特性阻抗没有显着变化,并且因此也是组件的输入/输出回波损耗。 另外,对于特定的回波损耗值,与可调谐仅电容延迟部件相比,可以实现每单位长度更大的时间延迟。

    Global equivalent circuit modeling system for substrate mounted circuit components incorporating substrate dependent characteristics
    8.
    发明授权
    Global equivalent circuit modeling system for substrate mounted circuit components incorporating substrate dependent characteristics 有权
    用于衬底安装的电路组件的全局等效电路建模系统,其包含基板相关特性

    公开(公告)号:US07269810B1

    公开(公告)日:2007-09-11

    申请号:US11163408

    申请日:2005-10-18

    IPC分类号: G06F17/50

    CPC分类号: G06F17/5022 G06F17/5045

    摘要: The present invention is a substrate dependent circuit modeling system for substrate-mounted components. The height and dielectric constant of a substrate have a significant impact on the frequency response of such components, and these effects cannot be treated independently from the circuit model. The equivalent circuit parameters in the model must be made to vary in accordance with changes in the substrate. The invention includes the steps of selecting a substrate mounted electrical circuit component for which an equivalent circuit model is desired, determining equivalent circuit model input parameters, wherein some of which are dependent upon characteristics of the substrate upon which the component is mounted, for the selected component, representing the selected electrical circuit component mounted upon the substrate as an equivalent electrical circuit, formulating mathematical expressions based upon the input parameters, and creating a unique equivalent circuit model for the component mounted upon the given substrate, the unique equivalent circuit model representing the mounting of the component upon the given substrate wherein the equivalent circuit model provides behavior and performance predictions of the component based upon the given substrate characteristics.

    摘要翻译: 本发明是用于基板安装部件的基板相关电路建模系统。 衬底的高度和介电常数对这些部件的频率响应有显着影响,这些影响不能独立于电路模型进行处理。 必须使模型中的等效电路参数根据衬底的变化而变化。 本发明包括以下步骤:选择需要等效电路模型的衬底安装的电路部件,确定等效电路模型输入参数,其中一些取决于所安装部件的衬底的特性,用于所选择的 代表安装在基板上的所选择的电路部件作为等效电路,基于输入参数来制定数学表达式,并为安装在给定基板上的部件创建唯一的等效电路模型,所述独特的等效电路模型表示 将组件安装在给定的基板上,其中等效电路模型基于给定的基板特性提供部件的行为和性能预测。