Method and apparatus for characterizing documents based on clusters of related words
    12.
    发明授权
    Method and apparatus for characterizing documents based on clusters of related words 有权
    基于相关单词集合来表征文档的方法和装置

    公开(公告)号:US07383258B2

    公开(公告)日:2008-06-03

    申请号:US10676571

    申请日:2003-09-30

    IPC分类号: G06F13/30

    摘要: One embodiment of the present invention provides a system characterizes a document with respect to clusters of conceptually related words. Upon receiving a document containing a set of words, the system selects “candidate clusters” of conceptually related words that are related to the set of words. These candidate clusters are selected using a model that explains how sets of words are generated from clusters of conceptually related words. Next, the system constructs a set of components to characterize the document, wherein the set of components includes components for candidate clusters. Each component in the set of components indicates a degree to which a corresponding candidate cluster is related to the set of words.

    摘要翻译: 本发明的一个实施例提供了一种系统表征关于概念上相关词组的文档。 在接收到包含一组单词的文档时,系统选择与该组词相关的概念上相关词的“候选聚类”。 使用一个模型来选择这些候选群集,该模型解释了如何从概念上相关的单词群集中生成单词组。 接下来,系统构造一组组件来表征文档,其中该组组件包括用于候选聚类的组件。 组件组中的每个组件表示对应的候选集群与该组集合相关的程度。

    Micro-payment system architecture
    13.
    发明申请
    Micro-payment system architecture 有权
    微支付系统架构

    公开(公告)号:US20060080238A1

    公开(公告)日:2006-04-13

    申请号:US10997227

    申请日:2004-11-24

    IPC分类号: G06Q40/00

    摘要: A micro-payment system has buyers, sellers, and a broker. The buyers establish accounts with the broker and provide payment information allowing the broker to invoice the buyers. The sellers establish accounts with the brokers and specify terms for accessing items, including electronic content, available from the sellers. The sellers also provide payment information that allows the broker to credit the sellers for sales of the items. The broker aggregates the buyers' micro-payment purchases and invoices the buyers. The broker also aggregates the sellers' micro-payment sales and credits the sellers.

    摘要翻译: 微支付系统有买家,卖家和经纪人。 买家与经纪人建立账户并提供支付信息,允许经纪人向买家发票。 卖家与经纪人建立账户,并指定从卖方获取的用于访问物品(包括电子内容)的条款。 卖方还提供支付信息,允许经纪人向卖方授信销售商品。 经纪人汇总买家的微支付购买和发票买家。 经纪人还汇总卖家的微额支付销售额,并将卖家信用。

    Generating information for online advertisements from Internet data and traditional media data
    16.
    发明申请
    Generating information for online advertisements from Internet data and traditional media data 有权
    从互联网数据和传统媒体数据生成在线广告的信息

    公开(公告)号:US20050065806A1

    公开(公告)日:2005-03-24

    申请号:US10674056

    申请日:2003-09-29

    申请人: Georges Harik

    发明人: Georges Harik

    IPC分类号: G06Q30/00 G06F17/60

    CPC分类号: G06Q30/02

    摘要: Online information (such as advertiser Web pages in conjunction with products lists, Web content, existing online ads, etc.), or an electronic version of offline advertisement information, is used to generate online advertising information, such as a landing page, targeting information, and/or ad creative information.

    摘要翻译: 在线信息(例如广告商网页与产品列表,网页内容,现有的在线广告等)或电子版的离线广告信息,用于生成在线广告信息,如着陆页,定位信息 ,和/或广告创意信息。

    Method for improving efficiency in an optimizing predictive model using stochastic gradient descent

    公开(公告)号:US09613316B2

    公开(公告)日:2017-04-04

    申请号:US14010436

    申请日:2013-08-26

    申请人: Georges Harik

    发明人: Georges Harik

    IPC分类号: G06K9/00 G06N99/00 G06N3/08

    CPC分类号: G06N99/005 G06K9/00 G06N3/088

    摘要: A method optimizes a predictive computation model efficiently. The method includes (i) selecting model parameters that are expected to take real values within a one-sided predetermined range; and (ii) iteratively: (a) receiving a set of input values; (b) executing the computation model based on the input values; (c) updating the values of the model parameters to minimize a loss function; and (d) examining each of the model parameters, such that, when the examined model parameter attains or moves past a value that is idempotent to the computation model, removing the model parameter from the computation model. In one embodiment, the predetermined range is either the range between a predetermined positive real value and positive infinity or the range between a predetermined negative real value and negative infinity. The predetermined positive real value or the predetermined negative real value may be an idempotent value to the model computation.

    Method and apparatus for improving resilience in customized program learning network computational environments
    19.
    发明授权
    Method and apparatus for improving resilience in customized program learning network computational environments 有权
    用于提高定制程序学习网络计算环境中弹性的方法和装置

    公开(公告)号:US09336498B2

    公开(公告)日:2016-05-10

    申请号:US14157327

    申请日:2014-01-16

    发明人: Georges Harik

    IPC分类号: G06N99/00 G06N3/08

    CPC分类号: G06N99/005 G06N3/08

    摘要: An apparatus and a method are provided for learning a program with a large number of parameters. In one embodiment, a method not only distorts the input values, but also distorts some of the parameters in the program model. Such an approach not only forces the learned program to acquire parameter values to predict missing or desired data, but also to correct errors in the input data and the program parameters themselves, thereby rendering the learned program more resilient to overfitting and falling into local optima.

    摘要翻译: 提供了一种用于学习具有大量参数的程序的装置和方法。 在一个实施例中,一种方法不仅会扭曲输入值,而且会扭曲程序模型中的一些参数。 这种方法不仅强制学习的程序获取参数值来预测丢失或期望的数据,而且还要纠正输入数据和程序参数本身中的错误,从而使学习的程序更适合过度拟合并落入局部最优。

    Prioritized preloading of documents to client
    20.
    发明授权
    Prioritized preloading of documents to client 有权
    优先将文件预先载入客户端

    公开(公告)号:US08825754B2

    公开(公告)日:2014-09-02

    申请号:US13550534

    申请日:2012-07-16

    IPC分类号: G06F15/16 H04L29/08

    摘要: The present invention is directed to a client-server network system implementing a multi-tier caching strategy for a user to access a document efficiently. When serving a document to client, the document is examined for embedded references to other documents. The embedded references are extracted and then assigned a priority. The referenced documents are preloaded to the client prior to receiving a request for them. The referenced documents are obtained locally from the server cache or obtained from their respective web hosts and transmitted according to the assigned priority.

    摘要翻译: 本发明涉及一种实现用于用户高效访问文档的多层缓存策略的客户端 - 服务器网络系统。 当向客户端提供文档时,将检查文档以了解其他文档的引用。 提取嵌入的引用,然后分配优先级。 引用的文档在接收到它们的请求之前被预加载到客户端。 所引用的文档是从服务器缓存本地获取的,或者从它们各自的web主机获得并根据分配的优先级被发送。