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    • 4. 发明申请
    • System and method for detecting a web page
    • 用于检测网页的系统和方法
    • US20080275901A1
    • 2008-11-06
    • US11800236
    • 2007-05-04
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • G06F17/30
    • G06F17/30864
    • An improved system and method is provided for detecting a web page template. A web page template detector may be provided for performing page-level template detection on a web page. In general, the web page template classifier may be trained using automatically generated training data, and then the web page template classifier may be applied to web pages to identify web page templates. A web page template may be detected by classifying segments of a web page as template structures, by assigning classification scores to the segments of the web page classified as template structures, and then by smoothing the classification scores assigned to the segments of the web page. Generalized isotonic regression may be applied for smoothing scores associated with the nodes of a hierarchy by minimizing an optimization function using dynamic programming.
    • 提供了用于检测网页模板的改进的系统和方法。 可以提供网页模板检测器用于在网页上执行页面级模板检测。 通常,网页模板分类器可以使用自动生成的训练数据进行训练,然后可以将网页模板分类器应用于网页以识别网页模板。 可以通过将网页的片段分类为模板结构,通过将分类分数分配给分类为模板结构的网页的片段,然后通过平滑分配给网页的片段的分类得分来检测网页模板。 通过使用动态规划最小化优化函数,广义等渗回归可以应用于与层次结点相关联的平滑分数。
    • 7. 发明申请
    • MARKETPLACE FOR CAPTCHA DEVELOPERS
    • 人力资源开发商市场
    • US20110196722A1
    • 2011-08-11
    • US12701320
    • 2010-02-05
    • Kunal PuneraAnirban DasguptaShanmugasundaram Ravikumar
    • Kunal PuneraAnirban DasguptaShanmugasundaram Ravikumar
    • G06Q50/00G06F15/16G06F9/44G06Q10/00G06Q30/00H04L29/06
    • G06Q30/08G06Q30/0185G06Q30/02G06Q30/0208H04L63/0861
    • Techniques are described herein for providing a marketplace for CAPTCHA developers. A CAPTCHA is a type of challenge-response test that a content provider may present to users for authorizing the users to access content that is hosted by the content provider. CAPTCHA developers may propose CAPTCHAs for testing in the marketplace. A server is configured to provide instances of proposed CAPTCHAs to users along with instances of reference CAPTCHAs that have known difficulties to determine the relative difficulties of the proposed CAPTCHAs for the users. The server may determine a reward to be provided to a developer of a proposed CAPTCHA based on a difficulty that the predetermined automated systems encounter when they attempt to solve the proposed CAPTCHA and an ease with which the users solve the proposed CAPTCHA. The server may determine rewards to be provided to developers of predetermined automated systems that solve the proposed CAPTCHAs.
    • 本文描述了为CAPTCHA开发人员提供市场的技术。 CAPTCHA是内容提供者可以向用户授权以访问由内容提供商托管的内容的质询 - 响应测试类型。 CAPTCHA开发人员可以提出CAPTCHAs进行市场测试。 服务器被配置为向用户提供所提出的CAPTCH的实例以及具有参考CAPTCHA的实例,所述实例具有已知困难以确定针对用户的所提出的CAPTCH的相对困难。 服务器可以基于预定的自动化系统在尝试解决所提出的CAPTCHA时遇到的困难以及用户解决所提出的CAPTCHA的容易性,来确定将提供给拟议的CAPTCHA的开发者的奖励。 服务器可以确定要向解决所提出的CAPTCHA的预定自动化系统的开发者提供奖励。
    • 8. 发明申请
    • System and method for smoothing hierarchical data using isotonic regression
    • 使用等渗回归平滑分层数据的系统和方法
    • US20080275890A1
    • 2008-11-06
    • US11800235
    • 2007-05-04
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • G06F17/30G06F15/00
    • G06F17/3089
    • An improved system and method is provided for detecting a web page template. A web page template detector may be provided for performing page-level template detection on a web page. In general, the web page template classifier may be trained using automatically generated training data, and then the web page template classifier may be applied to web pages to identify web page templates. A web page template may be detected by classifying segments of a web page as template structures, by assigning classification scores to the segments of the web page classified as template structures, and then by smoothing the classification scores assigned to the segments of the web page. Generalized isotonic regression may be applied for smoothing scores associated with the nodes of a hierarchy by minimizing an optimization function using dynamic programming.
    • 提供了用于检测网页模板的改进的系统和方法。 可以提供网页模板检测器用于在网页上执行页面级模板检测。 通常,网页模板分类器可以使用自动生成的训练数据进行训练,然后可以将网页模板分类器应用于网页以识别网页模板。 可以通过将网页的片段分类为模板结构,通过将分类分数分配给分类为模板结构的网页的片段,然后通过平滑分配给网页的片段的分类得分来检测网页模板。 通过使用动态规划最小化优化函数,广义等渗回归可以应用于与层次结点相关联的平滑分数。
    • 9. 发明授权
    • System and method for detecting a web page template
    • 用于检测网页模板的系统和方法
    • US07987417B2
    • 2011-07-26
    • US11800236
    • 2007-05-04
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • G06F17/00
    • G06F17/30864
    • An improved system and method is provided for detecting a web page template. A web page template detector may be provided for performing page-level template detection on a web page. In general, the web page template classifier may be trained using automatically generated training data, and then the web page template classifier may be applied to web pages to identify web page templates. A web page template may be detected by classifying segments of a web page as template structures, by assigning classification scores to the segments of the web page classified as template structures, and then by smoothing the classification scores assigned to the segments of the web page. Generalized isotonic regression may be applied for smoothing scores associated with the nodes of a hierarchy by minimizing an optimization function using dynamic programming.
    • 提供了用于检测网页模板的改进的系统和方法。 可以提供网页模板检测器用于在网页上执行页面级模板检测。 通常,网页模板分类器可以使用自动生成的训练数据进行训练,然后可以将网页模板分类器应用于网页以识别网页模板。 可以通过将网页的片段分类为模板结构,通过将分类分数分配给分类为模板结构的网页的片段,然后通过平滑分配给网页的片段的分类得分来检测网页模板。 通过使用动态规划最小化优化函数,广义等渗回归可以应用于与层次结点相关联的平滑分数。
    • 10. 发明授权
    • System and method for smoothing hierarchical data using isotonic regression
    • 使用等渗回归平滑分层数据的系统和方法
    • US07870474B2
    • 2011-01-11
    • US11800235
    • 2007-05-04
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • Deepayan ChakrabartiKunal PuneraShanmugasundaram Ravikumar
    • G06F17/00
    • G06F17/3089
    • An improved system and method is provided for detecting a web page template. A web page template detector may be provided for performing page-level template detection on a web page. In general, the web page template classifier may be trained using automatically generated training data, and then the web page template classifier may be applied to web pages to identify web page templates. A web page template may be detected by classifying segments of a web page as template structures, by assigning classification scores to the segments of the web page classified as template structures, and then by smoothing the classification scores assigned to the segments of the web page. Generalized isotonic regression may be applied for smoothing scores associated with the nodes of a hierarchy by minimizing an optimization function using dynamic programming.
    • 提供了用于检测网页模板的改进的系统和方法。 可以提供网页模板检测器用于在网页上执行页面级模板检测。 通常,网页模板分类器可以使用自动生成的训练数据进行训练,然后可以将网页模板分类器应用于网页以识别网页模板。 可以通过将网页的片段分类为模板结构,通过将分类分数分配给分类为模板结构的网页的片段,然后通过平滑分配给网页的片段的分类得分来检测网页模板。 通过使用动态规划最小化优化函数,广义等渗回归可以应用于与层次结点相关联的平滑分数。