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    • 1. 发明授权
    • Learning expected values for facts
    • 学习事实的预期价值
    • US08560468B1
    • 2013-10-15
    • US13025117
    • 2011-02-10
    • Kevin LermanVinicius J. FortunaAndrew W. HogueJohn R. ProvineEngin Cinar SahinJohn J. Lee
    • Kevin LermanVinicius J. FortunaAndrew W. HogueJohn R. ProvineEngin Cinar SahinJohn J. Lee
    • G06F15/18
    • G06N5/02
    • Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for machine learning. In one aspect, a method includes receiving a collection of facts, each fact represented as an entity-attribute-value tuple; identifying expected values for one or more individual attributes, where the identifying expected values includes, for each particular attribute: identifying facts having the attribute, calculating a value score for facts of the collection of facts having the particular attribute for each particular value, calculating a global score for all facts of the collection having the attribute, and comparing the value score to the global score such that a value is identified as an expected value if the comparison satisfies a specified threshold.
    • 方法,系统和装置,包括在计算机存储介质上编码的用于机器学习的计算机程序。 一方面,一种方法包括接收事实的集合,每个事实表示为实体属性值元组; 识别对于每个特定属性的识别期望值包括的一个或多个个体属性的期望值,识别具有该属性的事实,为每个特定值具有特定属性的事实的收集事实计算事实的值得分,计算 具有所述属性的所述集合的所有事实的全局得分,并且将所述值得分与所述全局得分进行比较,使得如果所述比较满足指定阈值,则将该值识别为期望值。
    • 2. 发明授权
    • Date ambiguity resolution
    • 日期歧义解决
    • US08239350B1
    • 2012-08-07
    • US11745605
    • 2007-05-08
    • David VespeAndrew W. Hogue
    • David VespeAndrew W. Hogue
    • G06F7/00
    • G06F17/2217
    • A system and method for resolving ambiguities in date values associated with an attribute in a memory of the computer system. If a first text string conforms to one or more date formats, a confidence value is assigned for each of the date formats for the first text string based on the amount of specificity with which the first text string conforms to each date format. Similarly, if a second text string conforms to one or more date formats, a confidence value is assigned for each of the date formats for the second text string based on the amount of specificity with which the second text string conforms to each date format. The date format with the highest confidence value for the first text string and the date format with the highest confidence value for the second text string are merged to obtain a date value for the attribute.
    • 一种用于解决与计算机系统的存储器中的属性相关联的日期值中的模糊度的系统和方法。 如果第一文本串符合一个或多个日期格式,则基于第一文本串符合每个日期格式的特异性量,为第一文本串的每个日期格式分配置信度值。 类似地,如果第二文本串符合一个或多个日期格式,则基于第二文本串符合每个日期格式的特异性量,为第二文本串的每个日期格式分配置信度值。 合并第一个文本字符串具有最高置信度值的日期格式和第二个文本字符串的置信度最高的日期格式,以获取属性的日期值。
    • 6. 发明授权
    • Semantic geotokens
    • 语义地理学
    • US08949277B1
    • 2015-02-03
    • US12982164
    • 2010-12-30
    • Daniel F. LieuwenAndrew W. HogueGregory A. MorrisDenis M. Lynch
    • Daniel F. LieuwenAndrew W. HogueGregory A. MorrisDenis M. Lynch
    • G06F17/30
    • G06F17/30241G06F17/3053G06F17/30663G06F17/30675G06F17/30867
    • Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for providing geographically relevant search results. In one aspect, a method includes receiving a geotoken for a resource. The geotoken can be a resource token that references a geographic location. A semantic geotoken can be selected using the received geotoken. The semantic geotoken is a standardized representation of the geographic location that includes one or more location-specific terms. The semantic geotoken is stored with a reference to the resource. Neighboring locations for the geographic location are determined. The neighboring locations are within a predetermined distance of the geographic location. Semantic geotokens for the neighboring locations are selected and stored with the reference to the resource. Data specifying the semantic geotokens and the reference to the resource are provided.
    • 方法,系统和装置,包括在计算机存储介质上编码的计算机程序,用于提供地理上相关的搜索结果。 一方面,一种方法包括接收资源的geotoken。 geotoken可以是引用地理位置的资源令牌。 可以使用接收到的geotoken来选择语义geotoken。 语义地理位置是包括一个或多个位置特定术语的地理位置的标准化表示。 语义geotoken存储与资源的引用。 确定地理位置的相邻位置。 相邻位置在地理位置的预定距离内。 选择相邻位置的语义地理感受元素,并参考资源进行存储。 提供了指定语义地理位置的数据和对资源的引用。
    • 7. 发明授权
    • ID persistence through normalization
    • ID持续通过规范化
    • US07991797B2
    • 2011-08-02
    • US11356842
    • 2006-02-17
    • Jonathan T. BetzAndrew W. Hogue
    • Jonathan T. BetzAndrew W. Hogue
    • G06F7/00G06F17/30G06F17/00
    • G06F17/30336
    • A system and method for maintaining persistent object identifiers across versions of a collection of data. According to one embodiment of the present invention, a first collection of objects is compared to a second collection of objects. If an object in the first collection matches an object in the second collection, a reference is added to the object in the first collection referring to the object in the second collection, allowing the identifier to persist in both collections of objects. Additionally, according to one embodiment of the present invention, the data (or “facts”) associated with the object from the first collection are moved to the object from the second collection. In this way, data associated with matching objects is combined between two collections of objects while maintaining persistent object identifiers.
    • 一种用于在数据集合的版本中维护持久对象标识符的系统和方法。 根据本发明的一个实施例,将对象的第一集合与第二对象集合进行比较。 如果第一个集合中的对象与第二个集合中的一个对象相匹配,则引用将添加到第一个集合中的对象,引用第二个集合中的对象,从而允许标识符在两个对象集合中保留。 此外,根据本发明的一个实施例,与来自第一集合的对象相关联的数据(或“事实”)从第二集合移动到对象。 以这种方式,与匹配对象相关联的数据在两个对象集合之间组合,同时保持持久对象标识符。
    • 8. 发明授权
    • Data object visualization
    • 数据对象可视化
    • US07555471B2
    • 2009-06-30
    • US11342290
    • 2006-01-27
    • Andrew W. HogueDavid J. VespeAlexander KehlenbeckMichael GordonJeffrey C. ReynarDavid B. Alpert
    • Andrew W. HogueDavid J. VespeAlexander KehlenbeckMichael GordonJeffrey C. ReynarDavid B. Alpert
    • G06N5/00
    • G06N5/02
    • A fact repository stores objects. Each object includes a collection of facts, where a fact comprises an attribute and a value. A set of objects from the fact repository are designated for analysis. The presentation engine presents the facts of the objects in a user interface (UI) having a table. Through manipulation of the UI, an end-user can add or remove facts from the table, and sort the table based on the values of particular facts. The presentation engine also presents the facts of the objects in a UI having a graph. Through manipulation of the UI, the end-user can add or remove facts from the graph, and can sort the facts shown in the graph based on values that are shown, or not shown, in the graph. The presentation engine can further present the facts of the objects in UIs including maps and timelines.
    • 事实库存储对象。 每个对象包括事实的集合,其中事实包括属性和值。 来自事实存储库的一组对象被指定用于分析。 呈现引擎呈现具有表的用户界面(UI)中的对象的事实。 通过操纵UI,最终用户可以从表中添加或删除事实,并根据特定事实的值对表进行排序。 演示引擎还在具有图形的UI中呈现对象的事实。 通过操纵UI,最终用户可以从图中添加或删除事实,并且可以基于图中显示或未显示的值对图表中显示的事实进行排序。 演示引擎可以进一步在UI中呈现对象的事实,包括地图和时间轴。