SELF-STRUCTURED MACHINE LEARNING CLASSIFIERS

    公开(公告)号:US20210073686A1

    公开(公告)日:2021-03-11

    申请号:US16563036

    申请日:2019-09-06

    IPC分类号: G06N20/20

    摘要: Techniques for generating machine learning architectures are provided. A data set is received for training one or more machine learning (ML) models, where the data set comprises labeled exemplars for a plurality of classes. The data set is partitioned into a training set and a testing set. A first ML model is trained using the training set, and a quality of the first ML model with respect to each class of the plurality of classes is evaluated using the testing set. Upon determining that the quality of the first ML model is below a predefined threshold with respect to a first class and a second class of the plurality of classes, a subset of the training set is identified, where each exemplar in the subset corresponds to either the first class or the second class. A second ML model is trained using the subset of the training set.

    Light emitting diode
    2.
    发明授权
    Light emitting diode 有权
    发光二极管

    公开(公告)号:US08633042B2

    公开(公告)日:2014-01-21

    申请号:US12911888

    申请日:2010-10-26

    IPC分类号: H01L21/00

    CPC分类号: H01L33/38 H01L33/40

    摘要: A light emitting diode includes a substrate, a first semiconductor layer, an active layer, a second semiconductor layer, a first electrode, a transparent conductive layer, a second electrode and a metal grating. The first semiconductor layer, the active layer, and the second semiconductor layer are orderly stacked on the substrate. The first electrode is electrically connected to the first semiconductor layer. The transparent conductive layer is located on a surface of the second semiconductor layer away from the substrate. The second electrode is electrically connected to the transparent conductive layer. The metal grating is located on a surface of the transparent conductive layer away from the substrate. The metal grating is a two-dimensional array of a plurality of metal micro-structures.

    摘要翻译: 发光二极管包括基板,第一半导体层,有源层,第二半导体层,第一电极,透明导电层,第二电极和金属光栅。 第一半导体层,有源层和第二半导体层有序堆叠在基板上。 第一电极电连接到第一半导体层。 透明导电层位于第二半导体层的远离衬底的表面上。 第二电极电连接到透明导电层。 金属光栅位于透明导电层的远离衬底的表面上。 金属光栅是多个金属微结构的二维阵列。

    Protecting web application data
    3.
    发明授权
    Protecting web application data 失效
    保护Web应用程序数据

    公开(公告)号:US08285778B2

    公开(公告)日:2012-10-09

    申请号:US12491647

    申请日:2009-06-25

    IPC分类号: G06F15/16

    CPC分类号: H04L63/123

    摘要: A method, system and an article of manufacture tangibly embodying a computer readable program for protecting Web application data between a server and a client. A response created by the Web application for the client is backed up and modified by adding capturing code for capturing a user action, user data of the client, or combination thereof. The modified response is sent to the client and a request submitted by the client and the user action and/or user data captured by the capturing code is received. A verifying request is generated according to the received user action and/user data captured by the capturing code and the backup of the response. The request submitted by the client is verified according to the verifying request and the verified request is sent to the Web application of the server.

    摘要翻译: 一种有形地体现用于在服务器和客户端之间保护Web应用数据的计算机可读程序的方法,系统和制品。 通过添加用于捕获用户动作,客户端的用户数据或其组合的捕获代码来备份和修改由Web应用程序为客户端创建的响应。 经修改的响应被发送给客户端,并且接收由客户端提交的请求以及由捕获代码捕获的用户操作和/或用户数据。 根据由捕获代码捕获的接收到的用户动作和/用户数据以及响应的备份,生成验证请求。 客户端提交的请求将根据验证请求进行验证,并将验证的请求发送到服务器的Web应用程序。

    PROTECTING WEB APPLICATION DATA
    4.
    发明申请
    PROTECTING WEB APPLICATION DATA 失效
    保护WEB应用数据

    公开(公告)号:US20090327411A1

    公开(公告)日:2009-12-31

    申请号:US12491647

    申请日:2009-06-25

    IPC分类号: G06F15/16 G06F12/00 G06F17/30

    CPC分类号: H04L63/123

    摘要: A method, system and an article of manufacture tangibly embodying a computer readable program for protecting Web application data between a server and a client. A response created by the Web application for the client is backed up and modified by adding capturing code for capturing a user action, user data of the client, or combination thereof. The modified response is sent to the client and a request submitted by the client and the user action and/or user data captured by the capturing code is received. A verifying request is generated according to the received user action and/user data captured by the capturing code and the backup of the response. The request submitted by the client is verified according to the verifying request and the verified request is sent to the Web application of the server.

    摘要翻译: 一种有形地体现用于在服务器和客户端之间保护Web应用数据的计算机可读程序的方法,系统和制品。 通过添加用于捕获用户动作,客户端的用户数据或其组合的捕获代码来备份和修改由Web应用程序为客户端创建的响应。 经修改的响应被发送给客户端,并且接收由客户端提交的请求以及由捕获代码捕获的用户操作和/或用户数据。 根据由捕获代码捕获的接收到的用户动作和/用户数据以及响应的备份,生成验证请求。 客户端提交的请求将根据验证请求进行验证,并将验证的请求发送到服务器的Web应用程序。

    Hierarchical rule development and binding for web application server firewall
    5.
    发明授权
    Hierarchical rule development and binding for web application server firewall 有权
    Web应用服务器防火墙的层次规则开发和绑定

    公开(公告)号:US08627442B2

    公开(公告)日:2014-01-07

    申请号:US13114315

    申请日:2011-05-24

    摘要: At least one of an HTTP request message and an HTTP response message is intercepted. A corresponding HTTP message model is identified. The HTTP message model includes a plurality of message model sections. Additional steps include parsing a representation of the at least one of an HTTP request message and an HTTP response message into message sections in accordance with the message model sections of the HTTP message model; and binding a plurality of security rules to the message model sections. The plurality of security rules each specify at least one action to be taken in response to a given condition. The given condition is based, at least in part, on a corresponding given one of the message sections. A further step includes processing the at least one of an HTTP request message and an HTTP response message in accordance with the plurality of security rules. Techniques for developing rules for a web application server firewall are also provided.

    摘要翻译: HTTP请求消息和HTTP响应消息中的至少一个被拦截。 识别出相应的HTTP消息模型。 HTTP消息模型包括多个消息模型部分。 附加步骤包括根据HTTP消息模型的消息模型部分将HTTP请求消息和HTTP响应消息中的至少一个的表示解析成消息部分; 并将多个安全规则绑定到消息模型部分。 多个安全规则每个指定响应于给定条件要采取的至少一个动作。 给定条件至少部分地基于相应给定的一个消息部分。 另一步骤包括根据多个安全规则处理HTTP请求消息和HTTP响应消息中的至少一个。 还提供了开发Web应用服务器防火墙规则的技术。

    METHOD AND APPARATUS FOR SOLVING UI STYLE CONFLICTS IN WEB APPLICATION COMPOSITION
    6.
    发明申请
    METHOD AND APPARATUS FOR SOLVING UI STYLE CONFLICTS IN WEB APPLICATION COMPOSITION 有权
    用于在WEB应用组合中解决UI风格冲突的方法和装置

    公开(公告)号:US20100180194A1

    公开(公告)日:2010-07-15

    申请号:US12685025

    申请日:2010-01-11

    IPC分类号: G06F3/01 G06F17/00

    摘要: A method and apparatus for solving UI style conflicts in web application composition. The method includes the steps of: detecting, in the runtime environment of a web browser, a page element referring to duplicate UI style definitions in a web composite page; determining the UI style definition referred to by the page element in an imported widget or a local page from which it originates; and relating the page element and the determined corresponding UI style definition in the web composite page, so as to solve the UI style conflict.

    摘要翻译: 一种在Web应用程序组合中解决UI风格冲突的方法和装置。 该方法包括以下步骤:在Web浏览器的运行时环境中,检索web复合页面中引用重复的UI样式定义的页面元素; 确定由导入的小部件中的页面元素引用的UI样式定义或者来自其的本地页面; 并将页面元素和所确定的对应UI风格定义与web复合页面相关联,以便解决UI风格冲突。

    Inhibition of Skp2-cyclin a interaction
    7.
    发明授权
    Inhibition of Skp2-cyclin a interaction 有权
    抑制Skp2细胞周期蛋白的相互作用

    公开(公告)号:US08173604B2

    公开(公告)日:2012-05-08

    申请号:US12226935

    申请日:2007-05-23

    申请人: Liang Zhu Peng Ji

    发明人: Liang Zhu Peng Ji

    IPC分类号: A61K38/10 A61K38/16

    CPC分类号: C07K14/47 A61K38/00

    摘要: Methods of killing a cancer cell are provided. Also provided are methods of treating a subject having a cancer. Additionally, compounds are provided that comprise a peptide from about 18 to about 100 amino acids or peptidomimetics comprising the sequence of SEQ ID NO:1. Additionally provided are methods of screening an agent for the ability to kill a cancer cell.

    摘要翻译: 提供杀死癌细胞的方法。 还提供了治疗患有癌症的受试者的方法。 此外,提供了包含约18至约100个氨基酸的肽或包含SEQ ID NO:1的序列的肽模拟物的化合物。 另外提供了筛选药剂以杀死癌细胞的能力的方法。

    Method and apparatus for solving UI style conflicts in web application composition
    8.
    发明授权
    Method and apparatus for solving UI style conflicts in web application composition 有权
    在Web应用程序组合中解决UI风格冲突的方法和设备

    公开(公告)号:US08397159B2

    公开(公告)日:2013-03-12

    申请号:US12685025

    申请日:2010-01-11

    IPC分类号: G06F17/27 G06F17/30

    摘要: A method and apparatus for solving UI style conflicts in web application composition. The method includes the steps of: detecting, in the runtime environment of a web browser, a page element referring to duplicate UI style definitions in a web composite page; determining the UI style definition referred to by the page element in an imported widget or a local page from which it originates; and relating the page element and the determined corresponding UI style definition in the web composite page, so as to solve the UI style conflict.

    摘要翻译: 一种在Web应用程序组合中解决UI风格冲突的方法和装置。 该方法包括以下步骤:在Web浏览器的运行时环境中,检索web复合页面中引用重复的UI样式定义的页面元素; 确定由导入的小部件中的页面元素引用的UI样式定义或者来自其的本地页面; 并将页面元素和所确定的对应UI风格定义与web复合页面相关联,以便解决UI风格冲突。

    INTERACTIVE VIRTUAL PATCHING USING A WEB APPLICATION SERVER FIREWALL
    9.
    发明申请
    INTERACTIVE VIRTUAL PATCHING USING A WEB APPLICATION SERVER FIREWALL 审中-公开
    使用WEB应用程序服务器防火墙进行互动式虚拟打包

    公开(公告)号:US20130019314A1

    公开(公告)日:2013-01-17

    申请号:US13182724

    申请日:2011-07-14

    IPC分类号: G06F21/20

    摘要: A plurality of templates for web application server firewall rules are generated. A vulnerability report for the web application is obtained. At least one web application server firewall rule is generated, using the vulnerability report and at least one of the plurality of templates. The at least one web application server firewall rule is tested. The at least one web application server firewall rule is deployed to run on the web application server firewall.

    摘要翻译: 生成用于Web应用服务器防火墙规则的多个模板。 获取了Web应用程序的漏洞报告。 生成至少一个Web应用服务器防火墙规则,使用该漏洞报告和多个模板中的至少一个。 测试了至少一个Web应用服务器防火墙规则。 部署至少一个Web应用程序服务器防火墙规则以在Web应用程序服务器防火墙上运行。

    HIERARCHICAL RULE DEVELOPMENT AND BINDING FOR WEB APPLICATION SERVER FIREWALL
    10.
    发明申请
    HIERARCHICAL RULE DEVELOPMENT AND BINDING FOR WEB APPLICATION SERVER FIREWALL 有权
    WEB应用服务器防火墙的分层规则开发与绑定

    公开(公告)号:US20120304275A1

    公开(公告)日:2012-11-29

    申请号:US13114315

    申请日:2011-05-24

    IPC分类号: G06F21/00

    摘要: At least one of an HTTP request message and an HTTP response message is intercepted. A corresponding HTTP message model is identified. The HTTP message model includes a plurality of message model sections. Additional steps include parsing a representation of the at least one of an HTTP request message and an HTTP response message into message sections in accordance with the message model sections of the HTTP message model; and binding a plurality of security rules to the message model sections. The plurality of security rules each specify at least one action to be taken in response to a given condition. The given condition is based, at least in part, on a corresponding given one of the message sections. A further step includes processing the at least one of an HTTP request message and an HTTP response message in accordance with the plurality of security rules. Techniques for developing rules for a web application server firewall are also provided.

    摘要翻译: HTTP请求消息和HTTP响应消息中的至少一个被拦截。 识别出相应的HTTP消息模型。 HTTP消息模型包括多个消息模型部分。 附加步骤包括根据HTTP消息模型的消息模型部分将HTTP请求消息和HTTP响应消息中的至少一个的表示解析成消息部分; 并将多个安全规则绑定到消息模型部分。 多个安全规则每个指定响应于给定条件要采取的至少一个动作。 给定条件至少部分地基于相应给定的一个消息部分。 另一步骤包括根据多个安全规则处理HTTP请求消息和HTTP响应消息中的至少一个。 还提供了开发Web应用服务器防火墙规则的技术。