专利快速检索-快速检索全球专利，免费商用专利数据库-IPRDB

1. 发明授权

US07707058B2 Predicting parts needed for an onsite repair using expected waste derived from repair history 失效
标题翻译：使用从修复历史获得的预期废物预测现场维修所需的零件
公开(公告)号：US07707058B2
公开(公告)日：2010-04-27
申请号：US09945193
申请日：2001-08-31
申请人： Henri Jacques Suermondt , George Henry Forman , Nina Mishra
发明人： Henri Jacques Suermondt , George Henry Forman , Nina Mishra
IPC分类号： G06F17/30
CPC分类号： G06Q10/06 , G06Q10/06315 , G06Q10/06375 , G06Q10/06398 , G06Q30/0201
摘要： A method for predicting parts for onsite repair which takes into account a repair history and the costs associated with mis-predictions. Parts for onsite repair of a product are predicted by determining an expected waste for one or more parts of the product. The parts having a lowest expected waste are selected and sent to the onsite repair. The expected waste indicates parts that are responsible for high support costs and highlights the mistakes being made and scores the mistakes by actual cost.
摘要翻译：一种用于预测现场维修部件的方法，其中考虑到维修历史和与误预测相关的成本。通过确定产品的一个或多个部分的预期废物来预测产品的现场维修部件。选择具有最低预期废物的部件并发送到现场维修。预期的浪费表示负责高支持成本的部分，并突出显示出错误，并按实际成本计算错误。

2. 发明授权

US07502767B1 Computing a count of cases in a class 有权
标题翻译：计算一个类中的案例数
公开(公告)号：US07502767B1
公开(公告)日：2009-03-10
申请号：US11490781
申请日：2006-07-21
申请人： George Henry Forman , Henri Jacques Suermondt
发明人： George Henry Forman , Henri Jacques Suermondt
IPC分类号： G06N5/00
CPC分类号： G06N99/005
摘要： A count of cases in a target set classified in a class is computed using a classifier. In the method, one or more measures of behavior of the classifier are determined for a plurality of classification thresholds and at least one classification threshold for the classifier is selected based on the one or more measures of behavior. In addition, a score for a plurality of the cases in the target set using the classifier is computed and the count of the cases is computed based on the scores, the selected at least one classification threshold, and the one or more measures of behavior.
摘要翻译：使用分类器计算分类到类中的目标集合中的案例计数。在该方法中，针对多个分类阈值确定分类器的行为的一个或多个度量，并且基于一个或多个行为测量来选择分类器的至少一个分类阈值。此外，计算使用分类器的目标集合中的多个情况的分数，并且基于分数，所选择的至少一个分类阈值和一个或多个行为测量来计算情况的计数。

3. 发明授权

US08744987B1 Count estimation via machine learning 有权
标题翻译：通过机器学习进行计数估计
公开(公告)号：US08744987B1
公开(公告)日：2014-06-03
申请号：US11406689
申请日：2006-04-19
申请人： George Henry Forman , Henri Jacques Suermondt , Evan Randy Kirshenbaum
发明人： George Henry Forman , Henri Jacques Suermondt , Evan Randy Kirshenbaum
IPC分类号： G06F15/18
CPC分类号： G06N99/005
摘要： One or more machine learning classifiers are trained to classify cases in one or more categories using one or more sets of labeled training data. A first distribution of scores for positive cases in the training set is determined for each category, and a second distribution of scores for negative cases in the training set is determined for each category. A third distribution of scores is generated by each classifier classifying cases in a set of target data is also determined. A proportion of cases in the target set that are positive cases for a category is estimated by fitting the first distribution and the second distribution for the category to the third distribution.
摘要翻译：训练一个或多个机器学习分类器，以使用一组或多组标记的训练数据对一个或多个类别中的病例进行分类。针对每个类别确定训练集中积极情况的分数的第一次分配，并确定每个类别的培训集中的负面病例的分数的第二次分布。分数的第三个分布是由每个分类器生成的，一组目标数据中的分类情况也被确定。通过将该类别的第一个分布和第二个分布拟合到第三个分布，估计目标集中的一个类别的积极情况的比例。

4. 发明授权

US06947936B1 Method for a topic hierarchy classification system 失效
标题翻译：主题层次分类系统的方法
公开(公告)号：US06947936B1
公开(公告)日：2005-09-20
申请号：US09846069
申请日：2001-04-30
申请人： Henri Jacques Suermondt , George Henry Forman
发明人： Henri Jacques Suermondt , George Henry Forman
IPC分类号： G06F17/30
CPC分类号： G06F17/30707 , Y10S707/99932 , Y10S707/99933 , Y10S707/99937 , Y10S707/99938
摘要： A method and system is provided for categorization of an item. A plurality of categories is organized in a hierarchy of categories with a plurality of categorizers corresponding to the plurality of categories. A featurizer featurizes the item to create a list of item features. The list is used in a categorizer system, including the plurality of categorizers, for determining a plurality of levels of goodness. The item is categorized in the categorizer system in the plurality of categories based on the respective plurality of levels of goodness. The best categories are processed first, allowing termination at any time. The system successively refines an item down a hierarchy, until the features no longer support further refinement. The categories and the degree of support for the categories are provided.
摘要翻译：提供了一种用于对物品进行分类的方法和系统。多个类别被组织在具有对应于多个类别的多个分类器的类别层级中。功能特征使项目功能化，以创建项目功能列表。列表在分类器系统中使用，包括多个分类器，用于确定多个良好级别。基于相应的多个良好级别，将项目分类在多个类别中的分类器系统中。首先处理最佳类别，允许任何时间终止。系统连续地将一个项目细分为层次结构，直到特征不再支持进一步细化。提供了类别和类别的支持程度。

5. 发明授权

US08165972B1 Determining a feature related to an indication of a concept using a classifier 有权
标题翻译：确定与使用分类器的概念的指示相关的特征
公开(公告)号：US08165972B1
公开(公告)日：2012-04-24
申请号：US11113251
申请日：2005-04-22
申请人： George Henry Forman , Henri Jacques Suermondt , James Richard Stinger
发明人： George Henry Forman , Henri Jacques Suermondt , James Richard Stinger
IPC分类号： G06N5/00
CPC分类号： G06N99/005 , G06F17/30672
摘要： A related feature determination system determines a feature related to an indication of a concept. A set of positive cases and a set of negative case are selected using the indication of a concept. A classifier is induced for the concept using the set of positive cases in a manner blinded to the indication of a concept. The set of negative cases is applied to the classifier. A feature related to the indication of a concept is determined using results of applying the classifier to the set of negative cases.
摘要翻译：相关特征确定系统确定与概念的指示相关的特征。使用一个概念的指示来选择一组积极的情况和一组负面情况。使用一组阳性病例以对于某种概念的指示失明的方式诱导了该概念的分类器。一组负面案例应用于分类器。使用将分类器应用于一组阴性情况的结果来确定与概念的指示相关的特征。

6. 发明授权

US07349917B2 Hierarchical categorization method and system with automatic local selection of classifiers 失效
标题翻译：分层分类方法和自动选择分类器的系统
公开(公告)号：US07349917B2
公开(公告)日：2008-03-25
申请号：US10262742
申请日：2002-10-01
申请人： George Henry Forman , Henri Jacques Suermondt
发明人： George Henry Forman , Henri Jacques Suermondt
IPC分类号： G06F7/00 , G06F17/00 , G06F15/18 , G06E1/00 , G06E3/00 , G06G7/00 , G06N5/02
CPC分类号： G06F17/30705 , Y10S707/99943
摘要： The present invention relates generally to the classification of items into categories, and more generally, to the automatic selection of different classifiers at different places within a hierarchy of categories. An exemplary hierarchical categorization method uses a hybrid of different classification technologies, with training-data based machine-learning classifiers preferably being used in those portions of the hierarchy above a dynamically defined boundary in which adequate training data is available, and with a-priori classification rules not requiring any such training-data being used below that boundary, thereby providing a novel hybrid categorization technology that is capable of leveraging the strengths of its components. In particular, it enables the use of human-authored rules in those finely divided portions towards the bottom of the hierarchy involving relatively close decisions for which it is not practical to create in advance sufficient training data to ensure accurate classification by known machine-learning algorithms, while still facilitating eventual change-over within the hierarchy to machine learning algorithms as sufficient training data becomes available to ensure acceptable performance in a particular sub-portion of the hierarchy.
摘要翻译：本发明一般涉及将物品分类为类别，更一般地涉及在类别等级中的不同地点的不同分类器的自动选择。示例性分层分类方法使用不同分类技术的混合，基于训练数据的机器学习分类器优选地在层次结构的那些部分中使用，其中动态定义的边界在其中具有足够的训练数据可用，并且具有先验分类规则不要求在该边界之下使用任何此类培训数据，从而提供能够利用其组件优点的新型混合分类技术。特别地，它使得能够将这些精细划分的部分中的人造作规则用于层次结构的底部，涉及相对较为紧密的决策，预先创建足够的训练数据以确保通过已知机器学习算法的准确分类是不实际的同时仍然促进层次结构内的最终改变，以便在足够的训练数据变得可用以确保层次结构的特定子部分中可接受的性能时进行机器学习算法。

7. 发明授权

US06701333B2 Method of efficient migration from one categorization hierarchy to another hierarchy 失效
标题翻译：从一个分类层次到另一层次的有效迁移的方法
公开(公告)号：US06701333B2
公开(公告)日：2004-03-02
申请号：US09908388
申请日：2001-07-17
申请人： Henri Jacques Suermondt , George Henry Forman
发明人： Henri Jacques Suermondt , George Henry Forman
IPC分类号： G06F1730
CPC分类号： G06F17/3061 , Y10S707/99931 , Y10S707/99932 , Y10S707/99933 , Y10S707/99934 , Y10S707/99955
摘要： A method of efficiently migrating data from one categorization hierarchy to a new hierarchy. A mapping is created which describes where a document in one hierarchy will be placed in a new hierarchy. The classifier of the first hierarchy is merged with this mapping to act as a classifier for the second hierarchy. Cases from the first hierarchy are classified in the new hierarchy using this merged mapping. In another embodiment, a training set is designated from a first hierarchy and mapped to a second hierarchy. Using machine learning, a classifier for the second hierarchy is derived and used to classify subsequently migrated cases. Migration of data using the present invention is more accurate as fewer human errors are generated. The present invention can act as a virtual classifier for multiple hierarchies in an organization, providing updated categorization information for multiple hierarchical databases.
摘要翻译：有效地将数据从一个分类层次迁移到新的层次结构的方法。创建一个映射，描述一个层次结构中的文档将放置在新层次结构中的位置。第一层次的分类器与此映射合并，以充当第二层次的分类器。使用此合并映射将来自第一层次的案例分类到新的层次结构中。在另一个实施例中，从第一层次指定训练集并将其映射到第二层次。使用机器学习，导出第二层次的分类器，并用于对随后迁移的案例进行分类。使用本发明的数据的迁移更精确，因为产生较少的人为错误。本发明可以用作组织中多层次的虚拟分类器，为多层次数据库提供更新的分类信息。

8. 发明授权

US07380177B2 Method and system for comparing individual computers to cluster representations of their peers 有权
标题翻译：将各个计算机与对等体的聚类表示进行比较的方法和系统
公开(公告)号：US07380177B2
公开(公告)日：2008-05-27
申请号：US10876814
申请日：2004-06-25
申请人： Todd Mitchell Goin , Randall Bruce Campbell , James Richard Stinger , Thomas Elliott Fawcett , Douglas William Steele , Nina Mishra , Henri Jacques Suermondt
发明人： Todd Mitchell Goin , Randall Bruce Campbell , James Richard Stinger , Thomas Elliott Fawcett , Douglas William Steele , Nina Mishra , Henri Jacques Suermondt
IPC分类号： G06F11/00
CPC分类号： G06F11/3495 , G06F11/0709 , G06F11/0751 , G06F11/3447 , G06F2201/86 , G06F2201/865
摘要： The present invention is a system or method for assisting in the maintenance and servicing of computers. The system, for example, comprises a cluster database containing information relating to one or more computer clusters, the information relating to each cluster comprising one or more cluster descriptions and one or more representations of configuration information values that characterize typical computer members of the cluster, and also a tracker database containing configuration information values gathered from and relating to one or more computers. The system further comprises a computer and cluster comparison routine having access to the cluster and tracker databases that compares one or more of the representations of configuration information values relating to one or more of the clusters to one or more of the corresponding configuration information values gathered from at least one given computer and that then indicates how closely the given computer's configuration conforms with the configuration of typical computer members of the one or more clusters.
摘要翻译：本发明是一种用于协助维护和维修计算机的系统或方法。该系统例如包括包含与一个或多个计算机集群有关的信息的集群数据库，与每个集群有关的信息包括一个或多个集群描述和表征集群的典型计算机成员的配置信息值的一个或多个表示，以及包含从一个或多个计算机收集并与之相关的配置信息值的跟踪器数据库。该系统还包括具有访问集群的计算机和集群比较例程和跟踪器数据库，其将与一个或多个集群相关的配置信息值的一个或多个表示与从一个或多个集群中收集的相应配置信息值中的一个或多个进行比较至少一个给定的计算机，然后指示给定计算机的配置与一个或多个集群的典型计算机构件的配置相符合。

9. 发明授权

US07203864B2 Method and system for clustering computers into peer groups and comparing individual computers to their peers 有权
标题翻译：将计算机集群到对等组中并将各个计算机与其对等体进行比较的方法和系统
公开(公告)号：US07203864B2
公开(公告)日：2007-04-10
申请号：US10876865
申请日：2004-06-25
申请人： Todd Mitchell Goin , Randall Bruce Campbell , James Richard Stinger , Thomas Elliott Fawcett , Douglas William Steele , Nina Mishra , Henri Jacques Suermondt
发明人： Todd Mitchell Goin , Randall Bruce Campbell , James Richard Stinger , Thomas Elliott Fawcett , Douglas William Steele , Nina Mishra , Henri Jacques Suermondt
IPC分类号： G06F11/00
CPC分类号： G06F11/008
摘要： A method and system for identifying clusters of similarly-configured computers. The method, for example, comprises gathering system and business configuration information values from a set of computers. Next, at least a portion of the system and business configuration information values gathered from the set of computers is analyzed along with the numbers of computers that are configured in various ways. Then, using the result of the analysis as a guide, logical expressions of configuration information values are selected for use as definitions of one or more clusters of similarly-configured computers, the selection process generally maximizing the number of computers included within each cluster and also generally maximizing the number of configuration information value specifications included within the definition of each cluster. Then, for one or more clusters so defined and selected, one or more statistics or limit values are generated from one or more configuration information values or both gathered from the subset of computers included in the one or more clusters.
摘要翻译：用于识别类似配置的计算机的群集的方法和系统。该方法例如包括从一组计算机收集系统和业务配置信息值。接下来，分析从该组计算机收集的系统和业务配置信息值的至少一部分以及以各种方式配置的计算机的数量。然后，使用分析结果作为指导，选择配置信息值的逻辑表达式用作一个或多个类似配置的计算机的集群的定义，所述选择过程通常最大化包括在每个集群内的计算机的数量，并且还通常最大化每个集群定义中包含的配置信息值规范的数量。然后，对于如此定义和选择的一个或多个集群，从一个或多个配置信息值或从包含在一个或多个集群中的计算机子集收集的二者生成一个或多个统计值或限制值。

10. 发明授权

US08260730B2 Method of, and system for, classification count adjustment 有权
标题翻译：分类计数调整的方法和系统
公开(公告)号：US08260730B2
公开(公告)日：2012-09-04
申请号：US11080098
申请日：2005-03-14
申请人： George H. Forman , Henri Jacques Suermondt
发明人： George H. Forman , Henri Jacques Suermondt
IPC分类号： G06N5/00
CPC分类号： G06K9/6217 , G06K9/6262
摘要： A classification count adjustment system for adjusting a count estimate of items in a dataset D classified into a class is disclosed. The system includes a count estimate produced by a classifier of the number of items in the dataset D classified into the class. The system further comprises one or more measures of behavior of the classifier, indicating the ability of the classifier to classify items into the class. The system further comprises a processor for computing an adjusted estimate based on the count estimate by the classifier and the one or more measures of behavior.
摘要翻译：公开了一种用于调整分类为类的数据集D中的项目的计数估计的分类计数调整系统。该系统包括由分类器产生的分类到类中的数据集D中的项目数量的计数估计。该系统还包括分类器的行为的一个或多个度量，指示分类器将物品分类到该类中的能力。该系统还包括处理器，用于基于分类器的计数估计和一种或多种行为测量来计算经调整的估计。

你已经成功收藏专利！

检索式保存成功!

IPRDB

热门服务

关于我们

友情链接

联系方式