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1. 发明授权

US08700403B2 Unified treatment of data-sparseness and data-overfitting in maximum entropy modeling 有权
标题翻译：在最大熵建模中统一处理数据稀疏和数据过拟合
公开(公告)号：US08700403B2
公开(公告)日：2014-04-15
申请号：US11266867
申请日：2005-11-03
申请人： Fuliang Weng , Lin Zhao
发明人： Fuliang Weng , Lin Zhao
IPC分类号： G10L15/14 , G06F17/28 , G06F17/27 , G06F17/21 , G10L15/26 , G10L19/14 , G10L21/06
CPC分类号： G10L15/197 , G06F17/2715 , G06F17/278 , G10L15/183
摘要： A method of statistical modeling is provided which includes constructing a statistical model and incorporating Gaussian priors during feature selection and during parameter optimization for the construction of the statistical model.
摘要翻译：提供了一种统计建模方法，包括构建统计模型，并在特征选择期间和参数优化期间并入高斯先验，以构建统计模型。

2. 发明申请

US20070100624A1 Unified treatment of data-sparseness and data-overfitting in maximum entropy modeling 有权
标题翻译：在最大熵建模中统一处理数据稀疏和数据过拟合
公开(公告)号：US20070100624A1
公开(公告)日：2007-05-03
申请号：US11266867
申请日：2005-11-03
申请人： Fuliang Weng , Lin Zhao
发明人： Fuliang Weng , Lin Zhao
IPC分类号： G10L15/18
CPC分类号： G10L15/197 , G06F17/2715 , G06F17/278 , G10L15/183
摘要： A method of statistical modeling is provided which includes constructing a statistical model and incorporating Gaussian priors during feature selection and during parameter optimization for the construction of the statistical model.
摘要翻译：提供了一种统计建模方法，包括构建统计模型，并在特征选择期间和参数优化过程中并入高斯先验，以构建统计模型。

3. 发明申请

US20060015484A1 Method and apparatus for providing proper or partial proper name recognition 有权
标题翻译：提供正确或部分正确名称识别的方法和装置
公开(公告)号：US20060015484A1
公开(公告)日：2006-01-19
申请号：US10892724
申请日：2004-07-15
申请人： Fuliang Weng , Lin Zhao
发明人： Fuliang Weng , Lin Zhao
IPC分类号： G06F17/30 , G06F17/27 , G06F7/00
CPC分类号： G06F17/278
摘要： A method of proper name recognition includes classifying each word of a word string with a tag indicating a proper name entity category or a non-named entity category, and correcting the tag of a boundary word of the word string.
摘要翻译：正确名称识别的方法包括用指示正确名称实体类别或非命名实体类别的标签对单词串的每个单词进行分类，以及校正字串的边界字的标签。

4. 发明申请

US20160313868A1 System and Method for Dialog-Enabled Context-Dependent and User-Centric Content Presentation 审中-公开
标题翻译：具有对话框的上下文相关性和以用户为中心的内容呈现的系统和方法
公开(公告)号：US20160313868A1
公开(公告)日：2016-10-27
申请号：US15104695
申请日：2014-12-11
申请人： Fuliang Weng , Kui Xu , Fel Liu , Lin Zhao , Zhe Feng , Zhongnan Shen , ROBERT BOSCH GMBH
发明人： Fuliang Weng , Kui Xu , Fel Liu , Lin Zhao , Zhe Feng , Zhongnan Shen
IPC分类号： G06F3/0481 , B60K35/00 , H04L29/06 , H04L29/08 , G10L15/22 , G06F3/01
CPC分类号： G06F3/0481 , B60K35/00 , B60K2350/1028 , B60K2350/1044 , B60K2350/1052 , B60K2350/2052 , B60K2350/901 , B60K2350/962 , G06F3/017 , G06F3/04883 , G06F9/451 , G06F2203/0381 , G06Q30/02 , G10L15/22 , H04L65/4069 , H04L67/12
摘要： An in-vehicle infotainment system, smart home information access and device control unit, or mobile system presents summarized information to a user based on a user preference model that is associated with the user. The system modifies the presentation of information to the user based on environmental context data about the vehicle and user context data about the activity of the user. During presentation of the information, the system modifies the content and presentation of the summarized information in response to multi-modal input requests from the user.
摘要翻译：车载信息娱乐系统，智能家居信息访问和设备控制单元或移动系统基于与用户相关联的用户偏好模型向用户呈现总结信息。系统基于关于车辆的环境上下文数据和关于用户的活动的用户上下文数据来向用户修改信息呈现。在呈现信息期间，系统响应于来自用户的多模式输入请求来修改总结信息的内容和呈现。

5. 发明授权

US08972260B2 Speech recognition using multiple language models 有权
标题翻译：多语言模型的语音识别
公开(公告)号：US08972260B2
公开(公告)日：2015-03-03
申请号：US13450861
申请日：2012-04-19
申请人： Fuliang Weng , Zhe Feng , Kui Xu , Lin Zhao
发明人： Fuliang Weng , Zhe Feng , Kui Xu , Lin Zhao
IPC分类号： G10L15/00 , G10L15/32 , G10L15/06 , G10L15/18 , G10L15/193 , G10L15/197 , G10L15/30
CPC分类号： G10L15/32 , G10L15/063 , G10L15/18 , G10L15/193 , G10L15/197 , G10L15/30
摘要： In accordance with one embodiment, a method of generating language models for speech recognition includes identifying a plurality of utterances in training data corresponding to speech, generating a frequency count of each utterance in the plurality of utterances, generating a high-frequency plurality of utterances from the plurality of utterances having a frequency that exceeds a predetermined frequency threshold, generating a low-frequency plurality of utterances from the plurality of utterances having a frequency that is below the predetermined frequency threshold, generating a grammar-based language model using the high-frequency plurality of utterances as training data, and generating a statistical language model using the low-frequency plurality of utterances as training data.
摘要翻译：根据一个实施例，一种生成用于语音识别的语言模型的方法包括：识别与语音相对应的训练数据中的多个话语，产生多个话语中的每个发声的频率计数，从多个话语中产生高频多个话语所述多个话音具有超过预定频率阈值的频率，从具有低于所述预定频率阈值的频率的所述多个话语中产生低频多个话语，使用所述高频率生成基于语法的语言模型多个话语作为训练数据，并且使用低频多个话语生成统计语言模型作为训练数据。

6. 发明申请

US20120271631A1 SPEECH RECOGNITION USING MULTIPLE LANGUAGE MODELS 有权
标题翻译：使用多种语言模型进行语音识别
公开(公告)号：US20120271631A1
公开(公告)日：2012-10-25
申请号：US13450861
申请日：2012-04-19
申请人： Fuliang Weng , Zhe Feng , Kui Xu , Lin Zhao
发明人： Fuliang Weng , Zhe Feng , Kui Xu , Lin Zhao
IPC分类号： G10L15/06
CPC分类号： G10L15/32 , G10L15/063 , G10L15/18 , G10L15/193 , G10L15/197 , G10L15/30
摘要： In accordance with one embodiment, a method of generating language models for speech recognition includes identifying a plurality of utterances in training data corresponding to speech, generating a frequency count of each utterance in the plurality of utterances, generating a high-frequency plurality of utterances from the plurality of utterances having a frequency that exceeds a predetermined frequency threshold, generating a low-frequency plurality of utterances from the plurality of utterances having a frequency that is below the predetermined frequency threshold, generating a grammar-based language model using the high-frequency plurality of utterances as training data, and generating a statistical language model using the low-frequency plurality of utterances as training data.
摘要翻译：根据一个实施例，一种生成用于语音识别的语言模型的方法包括：识别与语音相对应的训练数据中的多个话语，产生多个话语中的每个发声的频率计数，从多个话语中产生高频多个话语所述多个话音具有超过预定频率阈值的频率，从具有低于所述预定频率阈值的频率的所述多个话语中产生低频多个话语，使用所述高频率生成基于语法的语言模型多个话语作为训练数据，并且使用低频多个话语生成统计语言模型作为训练数据。

7. 发明授权

US07865356B2 Method and apparatus for providing proper or partial proper name recognition 有权
标题翻译：提供正确或部分正确名称识别的方法和装置
公开(公告)号：US07865356B2
公开(公告)日：2011-01-04
申请号：US10892724
申请日：2004-07-15
申请人： Fuliang Weng , Lin Zhao
发明人： Fuliang Weng , Lin Zhao
IPC分类号： G06F17/27
CPC分类号： G06F17/278
摘要： A method of proper name recognition includes classifying each word of a word string with a tag indicating a proper name entity category or a non-named entity category, and correcting the tag of a boundary word of the word string.
摘要翻译：正确名称识别的方法包括用指示正确名称实体类别或非命名实体类别的标签对单词串的每个单词进行分类，以及校正字串的边界字的标签。

8. 发明授权

US10209853B2 System and method for dialog-enabled context-dependent and user-centric content presentation 有权
公开(公告)号：US10209853B2
公开(公告)日：2019-02-19
申请号：US15104695
申请日：2014-12-11
申请人： Robert Bosch GmbH , Fuliang Weng , Kui Xu , Fei Liu , Lin Zhao , Zhe Feng , Zhongnan Shen
发明人： Fuliang Weng , Kui Xu , Fei Liu , Lin Zhao , Zhe Feng , Zhongnan Shen
IPC分类号： G06F3/0481 , G06F9/451 , G06F3/01 , G06Q30/02 , G10L15/22 , G06F3/0488 , B60K35/00 , H04L29/06 , H04L29/08
摘要： An in-vehicle infotainment system, smart home information access and device control unit, or mobile system presents summarized information to a user based on a user preference model that is associated with the user. The system modifies the presentation of information to the user based on environmental context data about the vehicle and user context data about the activity of the user. During presentation of the information, the system modifies the content and presentation of the summarized information in response to multi-modal input requests from the user.

9. 发明授权

US08862539B2 Statistical applications in OLTP environment 有权
标题翻译： OLTP环境中的统计应用
公开(公告)号：US08862539B2
公开(公告)日：2014-10-14
申请号：US13610395
申请日：2012-09-11
申请人： Lin Zhao
发明人： Lin Zhao
IPC分类号： G06F17/30
CPC分类号： G06F17/3043 , G06F17/30377 , G06F17/3048 , G06F17/30536 , G06F17/30551 , G06F17/30592
摘要： The present disclosure provides a method of statistical application in an OLTP environment to reduce the intensive computational load of invoking SQL statements for statistical calculations. The method introduces a time element into statistical records, and use the time element to determine the time status of previously computed statistical records. Upon receiving a query for a statistical record, the system first searches for an existing copy of the statistical record, and checks the time status of the statistical record if found. The system sends the statistical record to the inquirer if the record exists and is unexpired, and invokes an SQL statement to compute the statistical record only if the record does not exist or has expired. The statistical records may be placed in statistical table in a database and/or a cache of an application server. The disclosed strategy may also increase attack resistance of the system.
摘要翻译：本公开提供了在OLTP环境中的统计应用的方法，以减少用于统计计算的调用SQL语句的密集计算负载。该方法将时间元素引入统计记录，并使用time元素来确定先前计算的统计记录的时间状态。在收到统计记录的查询后，系统首先搜索统计记录的现有副本，并检查统计记录的时间状态。如果记录存在并且未过期，系统将统计记录发送给查询者，并且只有在记录不存在或已过期时才调用SQL语句来计算统计记录。统计记录可以放置在应用服务器的数据库和/或缓存中的统计表中。所公开的策略还可以增加系统的攻击阻力。

10. 发明申请

US20110197506A1 VERTICAL PLANTING MODULE 有权
标题翻译：垂直播放模块
公开(公告)号：US20110197506A1
公开(公告)日：2011-08-18
申请号：US13121984
申请日：2010-03-01
申请人： Feiyun Zhao , Lin Zhao
发明人： Feiyun Zhao , Lin Zhao
IPC分类号： A01G9/02 , A01G27/02
CPC分类号： A01G9/025 , Y02P60/244
摘要： The invention includes a box, vertical and horizontal dividers, a plant-growth mat, and a mounting bar. The dividers are permanently linked to form an insert, which slides into insert grooves inside the box. Insert grooves have upper and lower rails. At the insert groove openings rail ends feature upward bends. The plant-growth mat is secured against the box inner-back by the insert which is prevented from sliding out by the upward bends of the lower rails. A support mount and a fastener on the back of the box and compatible groove surfaces on the mounting bar prevent box movement when mounted. The invention increases the rigidity of the dividers and reduces their deformability. It facilitates inserting the integrated dividers into the box with convenient insert grooves. The plant-growth mat can store water, prevent soil erosion, and provide aeration to plant roots. The mounting bar stabilizes the module for easy installation.
摘要翻译：本发明包括盒子，垂直和水平分隔物，植物生长垫和安装杆。分隔件永久连接以形成插入件，该插入件滑入箱体内的插入槽中。插槽有上，下导轨。在插入槽开口处，轨道端部具有向上弯曲。植物生长垫通过插入物固定抵靠盒内后部，防止其被下轨道的向上弯曲滑出。箱体背面的支撑座和紧固件以及安装杆上相容的槽表面可防止在安装时箱体移动。本发明增加了分隔件的刚度并降低了其变形能力。便于将集成分配器插入箱体，方便插入槽。植物生长垫可以储存水分，防止水土流失，为植物根系提供通风。安装杆使模块稳定，便于安装。

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