公开(公告)号：US07103534B2

公开(公告)日：2006-09-05

申请号：US09823619

申请日：2001-03-31

申请人： Joshua T. Goodman

发明人： Joshua T. Goodman

IPC分类号： G06F17/20 ,  G06F17/21

CPC分类号： G06F3/0237 ,  G06F17/276

摘要： Determination of a word input on a reduced keypad, such as a numeric keypad, by entering a key sequence ambiguously corresponding to the word, by taking into account the context of the word via a machine learning approach, is disclosed. Either the left context, the right context, or the double-sided context of the number sequence can be used to determine the intended word. The machine learning approach can use a statistical language model, such as an n-gram language model. The compression of a language model for use with small devices, such as mobile phones and other types of small devices, is also disclosed.

公开(公告)号：US08626136B2

公开(公告)日：2014-01-07

申请号：US11427755

申请日：2006-06-29

申请人： Raymond E. Ozzie ,  Eric J. Horvitz ,  William H. Gates, III ,  Joshua T. Goodman ,  Susan T. Dumais ,  Gary W. Flake ,  Trenholme J. Griffin ,  Xuedong D. Huang ,  Oliver Hurst-Hiller ,  Christopher A Meek

发明人： Raymond E. Ozzie ,  Eric J. Horvitz ,  William H. Gates, III ,  Joshua T. Goodman ,  Susan T. Dumais ,  Gary W. Flake ,  Trenholme J. Griffin ,  Xuedong D. Huang ,  Oliver Hurst-Hiller ,  Christopher A Meek

IPC分类号： H04M3/42 ,  H04L29/06 ,  H04W74/00 ,  G06F15/16 ,  G06F3/033

CPC分类号： G06F17/30867 ,  H04W4/02 ,  H04W4/18

摘要： Content management architecture for a portable wireless device. Caching and fetching techniques are provided to improve content handling for portable devices such as cellular telephones and portable computers. A search component automatically performs searches as a background process, and potentially desired content is received and cached by a content storing component to be available in the future when and if needed, mitigating latency associated with slow download speeds, refresh rates, and other system and/or network impediments. Content from background search results can be trickled into the device as part of the background process so as not to burden system resources for other processes. As part of memory management, aged and/or low priority or low interest content can be selectively removed or archived to increase available cache or memory space, as well as to maintain relevant content within the device. A presentation component facilitates presentation of the pre-stored content.

摘要翻译： 便携式无线设备的内容管理架构。 提供缓存和提取技术以改进便携式设备（例如蜂窝电话和便携式计算机）的内容处理。 搜索组件自动执行搜索作为后台进程，并且可能期望的内容被内容存储组件接收和缓存，以便将来在需要时可用，减轻与慢下载速度，刷新率和其他系统相关联的延迟，以及 /或网络障碍。 来自后台搜索结果的内容可以作为后台进程的一部分进入设备，以免对其他进程造成系统资源的负担。 作为内存管理的一部分，老化和/或低优先级或低兴趣内容可以被选择性地删除或归档以增加可用的高速缓存或存储器空间，以及维护设备内的相关内容。 演示组件便于显示预存的内容。

公开(公告)号：US08239227B2

公开(公告)日：2012-08-07

申请号：US11874151

申请日：2007-10-17

申请人： Eran Megiddo ,  Richard J. Wolf ,  Susan T. Dumais ,  Jensen M. Harris ,  Joshua T. Goodman

发明人： Eran Megiddo ,  Richard J. Wolf ,  Susan T. Dumais ,  Jensen M. Harris ,  Joshua T. Goodman

IPC分类号： G06Q40/00

CPC分类号： G06Q10/10 ,  G06Q10/06 ,  G06Q10/063114

摘要： Providing for generating an executive report of business or personal activity is described herein. By way of example, such executive report can identify a change and related cause with respect to a prior report. As a particular example, an inference engine can receive an activity report and reference prior reports to identify the change and related cause. A set of results containing such information can be provided to a synthesis component that can include and highlight such information in the executive report. In addition, additional sources of data can be referenced in order to include and/or customize the report to a particular individual, organization, culture, or the like. As described, aspects of the subject innovation can provide an executive report highlighting important aspects of data and tailoring those aspects to interests of one or more users.

摘要翻译： 本文描述了提供生成业务或个人活动的执行报告。 作为例子，这样的执行报告可以针对先前的报告确定变更和相关原因。 作为特定示例，推理引擎可以接收活动报告并参考先前报告以识别变化和相关原因。 可以向综合组件提供包含此类信息的一组结果，其中可以在执行报告中包含和突出显示这些信息。 此外，可以引用额外的数据来源，以便将报告包括和/或定制到特定个人，组织，文化等。 如上所述，主题创新的方面可以提供强调数据的重要方面的执行报告，并将这些方面定制为一个或多个用户的兴趣。

公开(公告)号：US08224905B2

公开(公告)日：2012-07-17

申请号：US11567632

申请日：2006-12-06

申请人： Alexei V. Bocharov ,  Joshua T. Goodman

发明人： Alexei V. Bocharov ,  Joshua T. Goodman

IPC分类号： G06F15/16

CPC分类号： G06Q10/107

摘要： Spam is identified by computing sender reputation derived from historical activity data across counts for various categories. A spam filter or machine learning system can be trained utilizing pre-categorized data in conjunction with activity data associated with a sender aggregated across at least one time period. This sender activity filter can be employed alone or in combination with other filters to facilitate classification of messages as spam or non-spam.

摘要翻译： 通过计算来自各种类别的历史活动数据的发送者信誉来识别垃圾邮件。 可以使用预先分类的数据结合在至少一个时间段内聚集的发送者的活动数据来训练垃圾邮件过滤器或机器学习系统。 该发件人活动过滤器可以单独使用或与其他过滤器组合使用，以便于将邮件分类为垃圾邮件或非垃圾邮件。

公开(公告)号：US07483813B2

公开(公告)日：2009-01-27

申请号：US11550908

申请日：2006-10-19

申请人： Joshua T. Goodman

发明人： Joshua T. Goodman

IPC分类号： G06F15/00 ,  G06F11/30

CPC分类号： G06K9/6217 ,  G06N99/005

摘要： The subject invention provides for systems and methods that facilitate optimizing one or mores sets of training data by utilizing an Exponential distribution as the prior on one or more parameters in connection with a maximum entropy (maxent) model to mitigate overfitting. Maxent is also known as logistic regression. More specifically, the systems and methods can facilitate optimizing probabilities that are assigned to the training data for later use in machine learning processes, for example. In practice, training data can be assigned their respective weights and then a probability distribution can be assigned to those weights.

摘要翻译： 本发明提供了通过利用指数分布作为与最大熵（maxent）模型相结合的一个或多个参数之前的指数分布来优化一个或多个训练数据组的系统和方法，以减轻过拟合。 Maxent也被称为逻辑回归。 更具体地，系统和方法可以有助于优化分配给训练数据的概率，以备以后在机器学习过程中使用。 实际上，训练数据可以分配它们各自的权重，然后将概率分布分配给这些权重。

公开(公告)号：US20080022097A1

公开(公告)日：2008-01-24

申请号：US11424379

申请日：2006-06-15

申请人： Eliot C. Gillum ,  Joshua T. Goodman

发明人： Eliot C. Gillum ,  Joshua T. Goodman

IPC分类号： H04L9/00

CPC分类号： G06Q10/109 ,  G06Q10/107

摘要： A computer-implemented method and system for obtaining data is provided. In the method, to obtain data pertaining to another party, a request for an authentication key is made. Upon receiving the requested authentication key in an email, the method and system automatically send the authentication key as part of a HTTP, HTTPS or SMTP request for data. Then, in response to the request for data containing the authentication key, the requested data is received.

摘要翻译： 提供了一种用于获取数据的计算机实现的方法和系统。 在该方法中，为了获得与另一方相关的数据，进行认证密钥的请求。 在电子邮件中收到所请求的认证密钥后，该方法和系统自动发送认证密钥作为数据的HTTP，HTTPS或SMTP请求的一部分。 然后，响应于对包含认证密钥的数据的请求，接收所请求的数据。

公开(公告)号：US08725567B2

公开(公告)日：2014-05-13

申请号：US11427761

申请日：2006-06-29

申请人： Xuedong D. Huang ,  William H. Gates, III ,  Eric J. Horvitz ,  Joshua T. Goodman ,  Bradly A. Brunell ,  Susan T. Dumais ,  Gary W. Flake ,  Trenholme J. Griffin ,  Oliver Hurst-Hiller

发明人： Xuedong D. Huang ,  William H. Gates, III ,  Eric J. Horvitz ,  Joshua T. Goodman ,  Bradly A. Brunell ,  Susan T. Dumais ,  Gary W. Flake ,  Trenholme J. Griffin ,  Oliver Hurst-Hiller

IPC分类号： G06Q30/00

CPC分类号： G06Q30/02 ,  G06Q30/0269 ,  G06Q30/0271

摘要： Architecture for presenting advertisements in realtime in retail establishments. A sensor component includes sensors for collecting information about a customer or group of customers as they move through the store. The sensors can include capability for image processing, audio processing, light sensing, velocity sensing, direction sensing, proximity sensing, face recognition, pose recognition, transaction recognition, and biometric sensing, for example. A customer component analyzes the information and generates a profile about the customer. Advertisements are selected for presentation that target the customers as they walk in proximity of a presentation system of the store. An advertisement component facilitates dynamic presentation of a targeted advertisement to the individual as a function of the profile. The customer component can infer information during analysis using machine learning and reasoning.

摘要翻译： 在零售店内实时呈现广告的建筑。 传感器组件包括传感器，用于在客户或客户群经过商店移动时收集有关客户或客户群的信息。 例如，传感器可以包括用于图像处理，音频处理，光感测，速度感测，方向感测，接近感测，面部识别，姿态识别，事务识别和生物测量感测的能力。 客户组件分析信息并生成有关客户的配置文件。 广告被选择用于呈现，当客户在商店的呈现系统附近走动时将其定位成客户。 广告组件有助于作为简档的函数向个人动态地呈现目标广告。 客户组件可以使用机器学习和推理来分析分析期间的信息。

公开(公告)号：US08135728B2

公开(公告)日：2012-03-13

申请号：US11619230

申请日：2007-01-03

申请人： Wen-tau Yih ,  Joshua T. Goodman ,  Vitor Rocha de Carvalho

发明人： Wen-tau Yih ,  Joshua T. Goodman ,  Vitor Rocha de Carvalho

IPC分类号： G06F7/00 ,  G06F17/30 ,  G06F13/14

CPC分类号： G06F17/241 ,  G06F17/27 ,  G06F17/30 ,  G06F17/30616

摘要： Extraction analysis techniques biased, in part, by query frequency information from a query log file and/or search engine cache are employed along with machine learning processes to determine candidate keywords and/or phrases of web documents. Web oriented features associated with the candidate keywords and/or phrases are also utilized to analyze the web documents. A keyword and/or phrase extraction mechanism can be utilized to score keywords and/or phrases in a web document and estimate a likelihood that the keywords and/or phrases are relevant, for example, in an advertising system and the like.

摘要翻译： 提取分析技术部分地通过来自查询日志文件和/或搜索引擎高速缓冲存储器的查询频率信息以及机器学习过程来偏移来确定web文档的候选关键字和/或短语。 与候选关键字和/或短语相关联的面向Web的功能也用于分析网络文档。 可以使用关键字和/或短语提取机制来评估网络文档中的关键字和/或短语，并估计关键词和/或短语相关的可能性，例如在广告系统等中。

公开(公告)号：US07984169B2

公开(公告)日：2011-07-19

申请号：US11427313

申请日：2006-06-28

申请人： Bradly A. Brunell ,  Susan T. Dumais ,  Joshua T. Goodman ,  Eric J. Horvitz ,  Gary Flake ,  Anoop Gupta ,  Christopher A. Meek ,  Ramez Naam ,  Kyle Peltonen

发明人： Bradly A. Brunell ,  Susan T. Dumais ,  Joshua T. Goodman ,  Eric J. Horvitz ,  Gary Flake ,  Anoop Gupta ,  Christopher A. Meek ,  Ramez Naam ,  Kyle Peltonen

IPC分类号： G06F15/16

CPC分类号： H04L63/0407 ,  G06F21/6254 ,  G06F21/6263 ,  H04L29/12433 ,  H04L61/2539 ,  H04L63/0414 ,  H04L63/164

摘要： The subject disclosure pertains to anonymous network interaction. More specifically, mechanisms are provided to ensure anonymity with respect network interaction such that third parties are unable to determine the source and/or intent of communications. Accordingly, entities can anonymize all outgoing and/or incoming data packets so as to mitigate outside entities from learning about information being sought and/or provided. For example, a user or corporation can employ an anonymizer with respect to web searching so that outside entities are not able to determine what information is attempted to be accessed and by whom.

摘要翻译： 主题公开涉及匿名网络交互。 更具体地，提供机制以确保与网络交互相关的匿名性，使得第三方不能确定通信的源和/或意图。 因此，实体可以对所有输出和/或输入数据分组进行匿名化，以便减轻外部实体不需要寻求和/或提供的信息。 例如，用户或公司可以使用关于网页搜索的匿名器，使得外部实体不能确定尝试访问哪些信息以及由谁访问。

公开(公告)号：US07917514B2

公开(公告)日：2011-03-29

申请号：US11427305

申请日：2006-06-28

申请人： Stephen Lawler ,  Eric J. Horvitz ,  Joshua T. Goodman ,  Anoop Gupta ,  Christopher A. Meek ,  Eric D. Brill ,  Gary W. Flake ,  Ramez Naam ,  Surajit Chaudhuri ,  Oliver Hurst-Hiller

发明人： Stephen Lawler ,  Eric J. Horvitz ,  Joshua T. Goodman ,  Anoop Gupta ,  Christopher A. Meek ,  Eric D. Brill ,  Gary W. Flake ,  Ramez Naam ,  Surajit Chaudhuri ,  Oliver Hurst-Hiller

IPC分类号： G06F7/00 ,  G06F17/30

CPC分类号： G06F17/30256 ,  G06F17/3002 ,  G06F17/30026 ,  G06F17/30038 ,  G06F17/30047 ,  G06F17/30864

摘要： A system that can analyze a multi-dimensional input thereafter establishing a search query based upon extracted features from the input. In a particular example, an image can be used as an input to a search mechanism. Pattern recognition and image analysis can be applied to the image thereafter establishing a search query that corresponds to features extracted from the image input. The system can also facilitate indexing multi-dimensional searchable items thereby making them available to be retrieved as results to a search query. More particularly, the system can employ text analysis, pattern and/or speech recognition mechanisms to extract features from searchable items. These extracted features can be employed to index the searchable items.

摘要翻译： 一种能够基于从输入中提取的特征来建立搜索查询的分析多维输入的系统。 在特定示例中，图像可以用作搜索机制的输入。 模式识别和图像分析可以应用于图像，然后建立对应于从图像输入提取的特征的搜索查询。 该系统还可以方便索引多维可搜索项目，从而使得它们可以作为结果被检索到搜索查询。 更具体地，系统可以采用文本分析，模式和/或语音识别机制来从可搜索项目中提取特征。 这些提取的特征可用于索引可搜索的项目。